%% Created for Nemo at 2008-01-24 14:24:26 +0100 %% Saved with string encoding Unicode (UTF-8) @string{prl = {Phys. Rev. Lett.}} @string{rmp = {Rev. Mod. Phys.}} @article{1088684, Address = {Cambridge, MA, USA}, Author = {S. Sathiya Keerthi and Dennis DeCoste}, Date-Added = {2008-01-24 14:22:29 +0100}, Date-Modified = {2008-01-24 14:24:23 +0100}, Issn = {1533-7928}, Journal = {J. Mach. Learn. Res.}, Pages = {341--361}, Publisher = {MIT Press}, Title = {A Modified Finite Newton Method for Fast Solution of Large Scale Linear SVMs}, Url = {http://jmlr.csail.mit.edu/papers/volume6/keerthi05a/keerthi05a.pdf}, Volume = {6}, Year = {2005}, Bdsk-Url-1 = {http://jmlr.csail.mit.edu/papers/volume6/keerthi05a/keerthi05a.pdf}} @book{gray97, Author = {Alfred Gray}, Date-Added = {2008-01-18 23:09:11 +0100}, Date-Modified = {2008-01-18 23:18:28 +0100}, Publisher = {CRC}, Title = {Modern Differential Geometry of Curves and Surfaces with Mathematica (Second Edition)}, Year = {1997}} @article{10.1109/ICDM.2002.1183895, Address = {Los Alamitos, CA, USA}, Author = {Inderjit S. Dhillon and Yuqiang Guan and J. Kogan}, Date-Added = {2008-01-16 11:24:14 +0100}, Date-Modified = {2008-01-16 11:42:05 +0100}, Doi = {http://doi.ieeecomputersociety.org/10.1109/ICDM.2002.1183895}, Isbn = {0-7695-1754-4}, Journal = {icdm}, Pages = {131}, Publisher = {IEEE Computer Society}, Title = {Iterative Clustering of High Dimensional Text Data Augmented by Local Search}, Url = {http://www.cs.utexas.edu/users/inderjit/public_papers/iterative_icdm02.pdf}, Volume = {00}, Year = {2002}, Bdsk-Url-1 = {http://www.cs.utexas.edu/users/inderjit/public_papers/iterative_icdm02.pdf}} @mastersthesis{citeulike:352261, Abstract = {There are numerous text documents available in electronic form. More and more are becoming available every day. Such documents represent a massive amount of information that is easily accessible. Seeking value in this huge collection requires organization; much of the work of organizing documents can be automated through text classification. The accuracy and our understanding of such systems greatly influences their usefulness. In this paper, we seek 1) to advance the understanding of commonly...}, Author = {Rennie, Jason D. M. }, Citeulike-Article-Id = {352261}, Date-Added = {2008-01-12 15:05:12 +0100}, Date-Modified = {2008-01-12 15:07:27 +0100}, Keywords = {bayesian, naivebayes, text-classification}, Priority = {2}, School = {Massachusetts Institute of Technology}, Title = {Improving Multi-class Text Classification with Naive Bayes}, Url = {http://people.csail.mit.edu/jrennie/papers/sm-thesis.pdf}, Year = {2001}, Bdsk-Url-1 = {http://people.csail.mit.edu/jrennie/papers/sm-thesis.pdf}} @article{brucker78, Author = {P. Brucker}, Date-Added = {2008-01-11 00:25:50 +0100}, Date-Modified = {2008-01-11 00:28:33 +0100}, Journal = {Lecture Notes in Economics and Mathematical Systems}, Keywords = {clustering, complexity, optimization}, Pages = {45--54}, Title = {On the Complexity of Clustering Problems}, Volume = {157}, Year = {1978}} @inproceedings{merz2003, Address = {Heidelberg}, Author = {Peter Merz}, Booktitle = {Advances in Intelligent Data Analysis V (IDA 2003)}, Date-Added = {2008-01-11 00:23:15 +0100}, Date-Modified = {2008-01-11 00:25:46 +0100}, Keywords = {clustering, np-hard}, Pages = {286-296}, Publisher = {Springer}, Series = {Lecture Notes in Computer Science}, Title = {An Iterated Local Search Approach for Minimum Sum-Of-Squares Clustering}, Url = {http://dag.informatik.uni-kl.de/papers/ida03.pdf}, Volume = {2810}, Year = {2003}, Bdsk-Url-1 = {http://dag.informatik.uni-kl.de/papers/ida03.pdf}} @incollection{dhillon:fan:guan00, Author = {Dhillon, I. S. and Fan, J. and Guan, Y.}, Booktitle = {Data Mining for Scientific and Engineering Applications}, Date-Added = {2008-01-07 13:02:43 +0100}, Date-Modified = {2008-01-07 14:08:50 +0100}, Editor = {R. Grossman, C. Kamath, V. Kumar and R. Namburu}, Note = {Invited book chapter}, Publisher = {Kluwer Academic Publishers}, Title = {Efficient Clustering of Very Large Document Collections}, Url = {http://www.cs.utexas.edu/users/inderjit/public_papers/effclus.ps.gz}, Year = {2001}, Bdsk-Url-1 = {http://www.cs.utexas.edu/users/inderjit/public_papers/effclus.ps.gz}} @inproceedings{Lang95, Author = {Ken Lang}, Booktitle = {Proceedings of the Twelfth International Conference on Machine Learning}, Date-Added = {2008-01-07 00:57:27 +0100}, Date-Modified = {2008-01-07 00:58:18 +0100}, Pages = {331-339}, Publisher = {Morgan Kaufmann publishers Inc.: San Mateo, CA, USA}, Title = {Newsweeder: Learning to filter netnews}, Url = {http://citeseer.ist.psu.edu/lang95newsweeder.html}, Year = 1995, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/lang95newsweeder.html}} @inproceedings{leisch98competitive, Address = {Skovde, Sweden}, Author = {F. Leisch and A. Weingessel and E. Dimitriadou}, Booktitle = {Proceedings of the 8th International Conference on Articial Neural Networks (ICANN 98)}, Date-Added = {2007-12-12 22:02:57 +0100}, Date-Modified = {2007-12-12 22:32:42 +0100}, Editor = {L. Niklasson and M. Boden and T. Ziemke}, Keywords = {clsutering, k-means, binary-valued}, Pages = {779-784}, Title = {Competitive learning for binary valued data}, Url = {http://citeseer.comp.nus.edu.sg/24194.html}, Volume = {2}, Year = {1998}, Bdsk-Url-1 = {http://citeseer.comp.nus.edu.sg/24194.html}} @inproceedings{1099592, Address = {New York, NY, USA}, Author = {Ratko Orlandic and Ying Lai and Wai Gen Yee}, Booktitle = {CIKM '05: Proceedings of the 14th ACM international conference on Information and knowledge management}, Date-Added = {2007-11-19 01:55:32 +0100}, Date-Modified = {2007-11-19 01:56:56 +0100}, Doi = {http://doi.acm.org/10.1145/1099554.1099592}, Isbn = {1-59593-140-6}, Location = {Bremen, Germany}, Pages = {201--208}, Publisher = {ACM}, Title = {Clustering high-dimensional data using an efficient and effective data space reduction}, Year = {2005}, Bdsk-Url-1 = {http://doi.acm.org/10.1145/1099554.1099592}} @inproceedings{301186, Address = {New York, NY, USA}, Author = {Nicholas Kushmerick}, Booktitle = {AGENTS '99: Proceedings of the third annual conference on Autonomous Agents}, Date-Added = {2007-11-19 01:42:26 +0100}, Date-Modified = {2007-11-19 01:42:26 +0100}, Doi = {http://doi.acm.org/10.1145/301136.301186}, Isbn = {1-58113-066-X}, Location = {Seattle, Washington, United States}, Pages = {175--181}, Publisher = {ACM}, Title = {Learning to remove Internet advertisements}, Year = {1999}, Bdsk-Url-1 = {http://doi.acm.org/10.1145/301136.301186}} @article{74809, Address = {Essex, UK}, Author = {J. H. Gennari and P. Langley and D. Fisher}, Date-Added = {2007-11-19 01:37:55 +0100}, Date-Modified = {2007-11-19 01:37:55 +0100}, Doi = {http://dx.doi.org/10.1016/0004-3702(89)90046-5}, Issn = {0004-3702}, Journal = {Artif. Intell.}, Number = {1-3}, Pages = {11--61}, Publisher = {Elsevier Science Publishers Ltd.}, Title = {Models of incremental concept formation}, Volume = {40}, Year = {1989}, Bdsk-Url-1 = {http://dx.doi.org/10.1016/0004-3702(89)90046-5}} @inproceedings{mangasarian89pattern, Address = {Philadelphia, Pennsylvenia}, Author = {Olvi L. Mangasarian and Rudy Setiono and W. H. Wolberg}, Booktitle = {Large-Scale Numerical Optimization}, Date-Added = {2007-11-18 19:06:56 +0100}, Date-Modified = {2007-11-19 02:05:42 +0100}, Editor = {T. F. Coleman and Y. Li}, Pages = {22--31}, Publisher = {SIAM}, Title = {Pattern recognition via linear programming: theory and application to medical diagnosis}, Url = {http://citeseer.ist.psu.edu/mangasarian90pattern.html}, Year = {1990}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/mangasarian90pattern.html}} @article{winesource, Author = {M. Forina and R. Leardi and C. Armanino and S. Lanteri}, Date-Added = {2007-11-18 17:20:02 +0100}, Date-Modified = {2007-11-18 18:02:49 +0100}, Journal = {Journal of Chemometrics}, Keywords = {classifcation}, Number = {2}, Pages = {191--193}, Title = {{PARVUS: An extendable package of programs for data exploration, classification and correlation}}, Url = {http://www3.interscience.wiley.com/cgi-bin/abstract/110435225/ABSTRACT?CRETRY=1&SRETRY=0}, Volume = {4}, Year = {1988}, Bdsk-Url-1 = {http://www3.interscience.wiley.com/cgi-bin/abstract/110435225/ABSTRACT?CRETRY=1&SRETRY=0}} @article{bubble07b, Author = {M. Deodhar and H. Cho and G. Gupta and J. Ghosh and I. S. Dhillon}, Date-Added = {2007-11-14 15:58:54 +0100}, Date-Modified = {2007-11-14 16:03:37 +0100}, Journal = {Submitted for publication}, Keywords = {clustering, co-clustering, bubble, outliers, estimation}, Title = {{Bregman Bubble Co-clustering: A Framework for Detecting Dense Co-clusters in Large, High-Dimensional Data}}, Url = {http://www.cs.utexas.edu/~inderjit/publications.shtml}, Year = {2007}, Bdsk-Url-1 = {http://www.cs.utexas.edu/~inderjit/publications.shtml}} @inproceedings{pelleg00xmeans, Author = {Dan Pelleg and Andrew Moore}, Booktitle = {In Proceedings of 17th International Conference on Machine Learning}, Date-Added = {2007-11-14 14:33:29 +0100}, Date-Modified = {2007-11-14 14:34:48 +0100}, Keywords = {clustering, k-means, estimation}, Pages = {727--734}, Publisher = {Morgan Kaufmann, San Francisco, CA}, Title = {${X}$-means: {E}xtending ${K}$-means with Efficient Estimation of the Number of Clusters}, Url = {http://citeseer.ist.psu.edu/pelleg00xmeans.html}, Year = {2000}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/pelleg00xmeans.html}} @techreport{pietra01duality, Author = {S. {Della Pietra} and V. {Della Pietra} and J. Lafferty}, Date-Added = {2007-11-12 15:51:41 +0100}, Date-Modified = {2007-11-13 19:04:26 +0100}, Institution = {Carnegie Mellon University}, Keywords = {bregman, convex, lagrangian}, Number = {TR CMU-CS-01-109}, Title = {Duality and auxiliary functions for {Bregman} distances}, Type = {TR CMU-CS-01-109}, Url = {http://citeseer.ist.psu.edu/article/pietra01duality.html}, Year = {2001}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/article/pietra01duality.html}} @article{citeulike586727, Abstract = {An attempt is made to determine the logically consistent rules for selecting a vector from any feasible set defined by linear constraints, when either all n-vectors or those with positive components or the probability vectors are permissible. Some basic postulates are satisfied if and only if the selection rule is to minimize a certain function which, if a "prior guess" is available, is a measure of distance from the prior guess. Two further natural postulates restrict the permissible distances to the author's f-divergences and Bregman's divergences, respectively. As corollaries, axiomatic characterizations of the methods of least squares and minimum discrimination information are arrived at. Alternatively, the latter are also characterized by a postulate of composition consistency. As a special case, a derivation of the method of maximum entropy from a small set of natural axioms is obtained.}, Author = {Csisz\'{a}r, Imre }, Citeulike-Article-Id = {586727}, Date-Added = {2007-11-12 15:12:24 +0100}, Date-Modified = {2007-11-14 12:55:22 +0100}, Journal = {The Annals of Statistics}, Keywords = {informationgeometry, maxent, least squares}, Number = {4}, Pages = {2032--2066}, Priority = {2}, Title = {{Why Least Squares and Maximum Entropy? An Axiomatic Approach to Inference for Linear Inverse Problems}}, Url = {http://links.jstor.org/sici?sici=0090-5364%28199112%2919%3A4%3C2032%3AWLSAME%3E2.0.CO%3B2-J}, Volume = {19}, Year = {1991}, Bdsk-Url-1 = {http://links.jstor.org/sici?sici=0090-5364(199112)19:4%3C2032:WLSAME%3E2.0.CO;2-J}} @book{129837, Address = {New York, NY, USA}, Author = {Thomas M. Cover and Joy A. Thomas}, Date-Added = {2007-11-12 15:10:26 +0100}, Date-Modified = {2007-11-12 15:11:06 +0100}, Isbn = {0-471-06259-6}, Keywords = {information theory}, Publisher = {Wiley-Interscience}, Title = {Elements of information theory}, Url = {http://www.elementsofinformationtheory.com/}, Year = {1991}, Bdsk-Url-1 = {http://www.elementsofinformationtheory.com/}} @conference{freitag04, Author = {D. Freitag}, Booktitle = {Conference on Empirical Methods on Natural Language Processing}, Date-Added = {2007-11-11 11:42:34 +0100}, Date-Modified = {2007-11-11 11:44:28 +0100}, Keywords = {co-clustering, NLP}, Pages = {262-269}, Title = {Trained named entity recognition using distributional clusters}, Url = {http://www.cs.cmu.edu/~dayne/ps/emnlp04.pdf}, Year = {2004}, Bdsk-Url-1 = {http://www.cs.cmu.edu/~dayne/ps/emnlp04.pdf}} @inproceedings{rohwer04towards, Address = {Boston, MA.}, Author = {R. Rohwer and D. Freitag}, Booktitle = {In Proceedings of HLT-NAACL 04: Computational Lexical Semantics Workshop}, Date-Added = {2007-11-11 11:39:09 +0100}, Date-Modified = {2007-11-11 11:41:07 +0100}, Keywords = {NLP, co-clustering}, Pages = {9-16}, Title = {Towards full automation of lexicon construction}, Url = {http://citeseer.ist.psu.edu/709290.html}, Year = {2004}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/709290.html}} @article{779925, Address = {Hingham, MA, USA}, Author = {Dharmendra S. Modha and W. Scott Spangler}, Date-Added = {2007-11-10 15:19:19 +0100}, Date-Modified = {2007-11-10 15:20:43 +0100}, Doi = {http://dx.doi.org/10.1023/A:1024016609528}, Issn = {0885-6125}, Journal = {Machine Learning}, Keywords = {k-means, clustering, convex, generalization}, Number = {3}, Pages = {217--237}, Publisher = {Kluwer Academic Publishers}, Title = {Feature Weighting in k-Means Clustering}, Url = {http://citeseer.ist.psu.edu/479351.html}, Volume = {52}, Year = {2003}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/479351.html}, Bdsk-Url-2 = {http://dx.doi.org/10.1023/A:1024016609528}} @article{citeulike:1611930, Author = {A. Banerjee and Xin Guo and Hui Wang }, Booktitle = {IEEE Transactions on Information Theory}, Date-Added = {2007-11-10 15:09:52 +0100}, Date-Modified = {2007-11-10 15:11:56 +0100}, Journal = {IEEE Transactions on Information Theory}, Keywords = {bregman}, Number = {7}, Pages = {2664--2669}, Title = {On the optimality of conditional expectation as a Bregman predictor}, Url = {http://www.lans.ece.utexas.edu/~abanerjee/papers/05/bgw.pdf}, Volume = {51}, Year = {2005}, Bdsk-Url-1 = {http://www.lans.ece.utexas.edu/~abanerjee/papers/05/bgw.pdf}} @phdthesis{bregmanbubble06, Author = {Gunjan Kumar Gupta}, Date-Added = {2007-11-07 18:12:55 +0100}, Date-Modified = {2007-11-14 12:56:19 +0100}, Keywords = {clustering, bregman, bubble, outliers}, Month = {December}, School = {The University of Texas at Austin}, Title = {{Robust Methods for Locating Multiple Dense Regions in Complex Datasets}}, Url = {http://www.lans.ece.utexas.edu/~gunjan/dissertation/thesis.pdf}, Year = {2006}, Bdsk-Url-1 = {http://www.lans.ece.utexas.edu/~gunjan/dissertation/thesis.pdf}} @techreport{bubble07, Author = {Meghana Deodhar and Hyuk Cho and Gunjan Gupta and Joydeep Ghosh and Inderjit Dhillon}, Date-Added = {2007-11-07 18:09:22 +0100}, Date-Modified = {2007-11-14 12:56:32 +0100}, Institution = {Department of Electrical and Computer Engineering, The University of Texas at Austin }, Keywords = {clustering, co-clustering, bregman, bubble, outliers}, Month = {October}, Title = {{Bregman Bubble Co-clustering}}, Url = {http://www.lans.ece.utexas.edu/papers/techreports/deodhar07BBCC.pdf}, Year = {2007}, Bdsk-Url-1 = {http://www.lans.ece.utexas.edu/papers/techreports/deodhar07BBCC.pdf}} @article{lbg80, Author = {Y. Linde and A. Buzo and R. M. Gray}, Date-Added = {2007-11-07 16:05:30 +0100}, Date-Modified = {2007-11-07 16:07:26 +0100}, Journal = {IEEE Transactions on Communications}, Keywords = {clustering, LBG}, Month = {January}, Number = {1}, Pages = {84--95}, Title = {An algorithm for vector quantizer design}, Url = {http://ieeexplore.ieee.org/Xplore/login.jsp?url=/iel5/8159/23919/01094577.pdf?arnumber=1094577}, Volume = {28}, Year = {1980}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/Xplore/login.jsp?url=/iel5/8159/23919/01094577.pdf?arnumber=1094577}} @article{1194907, Address = {Cambridge, MA, USA}, Author = {Rong-En Fan and Pai-Hsuen Chen and Chih-Jen Lin}, Date-Added = {2007-11-05 01:12:08 +0100}, Date-Modified = {2007-11-05 01:20:22 +0100}, Issn = {1533-7928}, Journal = {Journal of Machine Learning Research}, Pages = {1889--1918}, Publisher = {MIT Press}, Title = {Working Set Selection Using Second Order Information for Training Support Vector Machines}, Url = {http://www.csie.ntu.edu.tw/~cjlin/papers/quadworkset.pdf}, Volume = {6}, Year = {2005}, Bdsk-Url-1 = {http://www.csie.ntu.edu.tw/~cjlin/papers/quadworkset.pdf}} @misc{boost, Author = {Various}, Date-Added = {2007-11-04 17:18:31 +0100}, Date-Modified = {2007-11-05 01:23:02 +0100}, Keywords = {software, C++}, Note = {Visit \url{http://www.boost.org}}, Title = {Boost {C++ Libraries}}, Url = {http://www.boost.org}, Year = {2007}, Bdsk-Url-1 = {http://www.boost.org}} @misc{Ddtools2007, Author = {David M. J. Tax}, Date-Added = {2007-11-04 16:09:06 +0100}, Date-Modified = {2008-01-12 15:46:26 +0100}, Keywords = {SVDD, one-class, SVM, clustering}, Month = {July}, Note = {{Version} 1.6.1}, Title = {DDtools, the Data Description Toolbox for Matlab}, Url = {http://www-ict.ewi.tudelft.nl/~davidt/dd_tools.html}, Year = {2007}, Bdsk-Url-1 = {http://www-ict.ewi.tudelft.nl/~davidt/dd_tools.html}} @inproceedings{yankov07, Author = {Dragomir Yankov and Eamonn Keogh and Kin Kan}, Booktitle = {IEEE Internation Conference on Data Mining}, Date-Added = {2007-11-04 13:57:40 +0100}, Date-Modified = {2007-11-04 14:04:21 +0100}, Keywords = {SVM, clustering}, Month = {October}, Title = {Locally Constrained Support Vector Clustering}, Url = {http://www.cs.ucr.edu/~dyankov/publications/ICDM07_LocallyConstrainedSVC.pdf}, Year = {2007}, Bdsk-Url-1 = {http://www.cs.ucr.edu/~dyankov/publications/ICDM07_LocallyConstrainedSVC.pdf}} @inproceedings{644240, Address = {Philadelphia, PA, USA}, Author = {Mihai B\^{a}doiu and Kenneth L. Clarkson}, Booktitle = {SODA '03: Proceedings of the fourteenth annual ACM-SIAM symposium on Discrete algorithms}, Date-Added = {2007-11-03 00:34:10 +0100}, Date-Modified = {2007-11-03 00:34:10 +0100}, Isbn = {0-89871-538-5}, Location = {Baltimore, Maryland}, Pages = {801--802}, Publisher = {Society for Industrial and Applied Mathematics}, Title = {Smaller core-sets for balls}, Year = {2003}} @inproceedings{colbenben02, Author = {R. Collobert and S. Bengio and Y. Bengio}, Booktitle = {Advances in Neural Information Processing Systems}, Date-Added = {2007-10-31 18:05:17 +0100}, Date-Modified = {2007-10-31 18:05:32 +0100}, Keywords = {SVM, parallel}, Publisher = {MIT Press}, Title = {A Parallel Mixture of SVMs for Very Large Scale Problems}, Url = {http://citeseer.ist.psu.edu/collobert02parallel.html}, Year = 2002, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/collobert02parallel.html}} @incollection{299105, Address = {Cambridge, MA, USA}, Author = {John C. Platt}, Booktitle = {Advances in Kernel Methods - Support Vector Learning}, Date-Added = {2007-10-31 17:59:20 +0100}, Date-Modified = {2007-10-31 18:42:59 +0100}, Isbn = {0-262-19416-3}, Journal = {Advances in Kernel Methods - Support Vector Learning}, Keywords = {SVM, SMO}, Pages = {185--208}, Publisher = {MIT Press}, Title = {Fast training of support vector machines using sequential minimal optimization}, Url = {http://research.microsoft.com/~jplatt/abstracts/SMO.html}, Year = {1999}, Bdsk-Url-1 = {http://research.microsoft.com/~jplatt/abstracts/SMO.html}} @article{593463, Address = {Hingham, MA, USA}, Author = {Christopher J. C. Burges}, Date-Added = {2007-10-31 17:27:17 +0100}, Date-Modified = {2007-10-31 17:28:05 +0100}, Doi = {http://dx.doi.org/10.1023/A:1009715923555}, Issn = {1384-5810}, Journal = {Data Minining and Knowledge Discovery}, Number = {2}, Pages = {121--167}, Publisher = {Kluwer Academic Publishers}, Title = {A Tutorial on Support Vector Machines for Pattern Recognition}, Url = {http://citeseer.ist.psu.edu/burges98tutorial.html}, Volume = {2}, Year = {1998}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/burges98tutorial.html}, Bdsk-Url-2 = {http://dx.doi.org/10.1023/A:1009715923555}} @book{1098680, Address = {Secaucus, NJ, USA}, Author = {Vladimir N. Vapnik}, Date-Added = {2007-10-31 17:25:06 +0100}, Date-Modified = {2007-10-31 17:25:58 +0100}, Isbn = {0387907335}, Publisher = {Springer-Verlag New York, Inc.}, Title = {Estimation of Dependences Based on Empirical Data}, Year = {1982}} @article{validitysvc06, Author = {Jen-Chieh Chiang and Jeen-Shing Wang}, Date-Added = {2007-10-30 16:48:46 +0100}, Date-Modified = {2007-10-30 21:13:08 +0100}, Journal = {Systems, Man and Cybernetics, 2006. ICSMC '06. IEEE International Conference on}, Journal1 = {Systems, Man and Cybernetics, 2006. ICSMC '06. IEEE International Conference on}, Keywords = {clustering, SVM, validity index}, Pages = {3715--3720}, Title = {Support Vector Clustering with a Novel Cluster Validity Method}, Title1 = {Systems, Man and Cybernetics, 2006. ICSMC '06. IEEE International Conference on}, Ty = {CONF}, Url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?isnumber=4274438&arnumber=4274472&count=165&index=33#}, Volume = {5}, Year = {2006}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?isnumber=4274438&arnumber=4274472&count=165&index=33#}} @incollection{welzl91smallest, Author = {Emo Welzl}, Booktitle = {New Results and New Trends in Computer Science}, Date-Added = {2007-10-28 00:18:16 +0200}, Date-Modified = {2007-10-30 21:13:26 +0100}, Editor = {H. Maurer}, Keywords = {MEB}, Publisher = {Springer}, Series = {LNCS}, Title = {Smallest Enclosing Disks (Balls and Ellipsoids)}, Url = {http://citeseer.nj.nec.com/welzl91smallest.html}, Year = {1991}, Bdsk-Url-1 = {http://citeseer.nj.nec.com/welzl91smallest.html}} @conference{hh2007, Address = {Grand Aquila Hotel, Jl. Dr. Djundjunan 116, Bandung, West Java, Indonesia, 40173}, Author = {Herman Hartono and M. Rahmat Widyanto}, Booktitle = {{International Conference on Instrumentation, Communication and Information Technology}}, Date-Added = {2007-10-27 16:00:51 +0200}, Date-Modified = {2007-10-27 16:07:36 +0200}, Keywords = {clustering, SVM, generator}, Month = {August}, Organization = {Faculty of Computer Science, University of Indonesia}, Title = {{Angle Decrement Based Gaussian Kernel Width Generator for Support Vector Clustering}}, Url = {http://icici.fi.itb.ac.id/viewabstract.php?id=26}, Year = {2007}, Bdsk-Url-1 = {http://icici.fi.itb.ac.id/viewabstract.php?id=26}} @inproceedings{gauskergenerator2004, Author = {Sei-Hyung Lee and Karen M. Daniels}, Booktitle = {Advances in Bioinformatics and Its Applications}, Date-Added = {2007-10-23 17:21:17 +0200}, Date-Modified = {2007-10-23 17:21:17 +0200}, Editor = {Matthew He and Giri Narasimhan and Sergei Petoukhov}, Keywords = {SVM, clustering, gaussian kernel}, Pages = {151--162}, Title = {Gaussian Kernel Width Generator for Support Vector Clustering}, Url = {http://www.cs.uml.edu/~kdaniels/papers/ICBA.pdf}, Volume = {8}, Year = {2005}, Bdsk-Url-1 = {http://www.cs.uml.edu/~kdaniels/papers/ICBA.pdf}} @inproceedings{HansenSOLSL07, Author = {Michael Sass Hansen and Karl Sj{\"o}strand and Hildur {\'O}lafsd{\'o}ttir and Henrik B. W. Larsson and Mikkel B. Stegmann and Rasmus Larsen}, Booktitle = {SCIA}, Date = {2007-07-05}, Date-Added = {2007-10-23 11:00:23 +0200}, Date-Modified = {2007-10-27 12:23:18 +0200}, Description = {dblp}, Editor = {Bjarne K. Ersb{\o}ll and Kim Steenstrup Pedersen}, Ee = {http://dx.doi.org/10.1007/978-3-540-73040-8_82}, Isbn = {978-3-540-73039-2}, Keywords = {clustering, SVM, hierarchical}, Pages = {808-817}, Publisher = {Springer}, Series = {Lecture Notes in Computer Science}, Title = {Robust Pseudo-hierarchical Support Vector Clustering.}, Url = {http://www.springerlink.com/content/25j5rw0341362814/}, Volume = {4522}, Year = {2007}, Bdsk-Url-1 = {http://www.springerlink.com/content/25j5rw0341362814/}} @inproceedings{svmclustering03, Address = {The Netherlands}, Author = {Kees Jong and Elena Marchiori and Aad van der Vaart}, Booktitle = {European Symposium on Artificial Neural Networks}, Date-Added = {2007-10-21 17:47:08 +0200}, Date-Modified = {2007-10-21 17:50:04 +0200}, Keywords = {clustering, SVM, classification}, Month = {April}, Organization = {Department of Mathematics and Computer Science, Vrije Universiteit Amsterdam}, Pages = {223-228}, Title = {Finding Clusters using Support Vector Classifiers}, Url = {http://www.dice.ucl.ac.be/Proceedings/esann/esannpdf/es2003-46.pdf}, Year = {2003}, Bdsk-Url-1 = {http://www.dice.ucl.ac.be/Proceedings/esann/esannpdf/es2003-46.pdf}} @inproceedings{fuzzysvc06, Author = {En-Hui Zheng and Min Yang and Ping Li and Zhi-Huan Song}, Booktitle = {Advances in Neural Networks - ISNN}, Date-Added = {2007-10-21 16:39:33 +0200}, Date-Modified = {2007-10-21 16:41:40 +0200}, Keywords = {clustering, SVM, fuzzy, soft clustering}, Pages = {1050-1056}, Publisher = {Springer}, Series = {Lecture Notes in Computer Science}, Title = {Fuzzy Support Vector Clustering}, Url = {http://www.springerlink.com/content/q263478xn76u25t1/}, Year = {2006}, Bdsk-Url-1 = {http://www.springerlink.com/content/q263478xn76u25t1/}} @inproceedings{conf/isnn/LingZ06, Author = {Ping Ling and Chunguang Zhou}, Booktitle = {Advances in Neural Networks - ISNN}, Date-Added = {2007-10-21 16:34:39 +0200}, Date-Modified = {2007-10-21 16:36:51 +0200}, Keywords = {clustering, SVM}, Pages = {1222-1230}, Publisher = {Springer}, Series = {Lecture Notes in Computer Science}, Title = {Adaptive Support Vector Clustering for Multi-relational Data Mining.}, Url = {http://www.springerlink.com/content/003881675042724q/}, Year = 2006, Bdsk-Url-1 = {http://www.springerlink.com/content/003881675042724q/}} @inproceedings{svcgraph04, Author = {JinHyeong Park and Xiang Ji and Hongyuan Zha and R. Kasturi}, Booktitle = {Proceedings of the 17th International Pattern Recognition}, Date-Added = {2007-10-21 16:20:52 +0200}, Date-Modified = {2007-10-26 18:05:42 +0200}, Keywords = {clustering, SVM}, Month = {August}, Organization = {Departement of Computer Science and Engineering, Pennsylvania State University, PA, USA}, Pages = {581--584}, Title = {Support vector clustering combined with spectral graph partitioning}, Url = {http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arnumber=1333839}, Volume = {4}, Year = {2004}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arnumber=1333839}} @conference{medicalsvc04, Address = {Venezuela}, Author = {C. Garcia and J. A. Moreno}, Booktitle = {IEEE International Symposium on Biomedical Imaging: Nano to Macro}, Date-Added = {2007-10-21 16:16:48 +0200}, Date-Modified = {2007-10-21 16:18:52 +0200}, Keywords = {clustering, SVM, medical}, Month = {April}, Organization = {Lab. de Computacion Emergente, Univ. Central de Venezuela}, Pages = {1553-1556}, Title = {Application of support vector clustering to the visualization of medical images}, Url = {http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?tp=&arnumber=1398848&isnumber=30417}, Volume = {2}, Year = {2004}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?tp=&arnumber=1398848&isnumber=30417}} @techreport{Asharaf2006lr, Abstract = {In this paper a novel scalable soft support vector clustering algorithm is proposed. Here softness is imparted to Support Vector Clustering paradigm by employing rough set theory and scalability is achieved using Multi Sphere Support Vector Clustering method. Empirical results show that the proposed method gives meaningful cluster abstractions.}, Address = {Bangalore, 560012}, Author = {S. Asharaf and S. K. Shevade and Narasimha M. Murty}, Date-Added = {2007-10-21 16:13:25 +0200}, Date-Modified = {2007-10-21 16:16:28 +0200}, Institution = {Indian Institute of Science}, Keywords = {clustering, SVM, soft clustering}, Location = {http://www.scientificcommons.org/1572789}, Title = {Scalable Rough Support Vector Clustering}, Url = {http://eprints.iisc.ernet.in/archive/00005293/}, Year = {2006}, Bdsk-Url-1 = {http://eprints.iisc.ernet.in/archive/00005293/}} @inproceedings{conf/pakdd/LingWZ06, Author = {Ping Ling and Yan Wang and Chunguang Zhou}, Booktitle = {Pacific-Asia Conference on Knowledge Discovery and Data Mining}, Date-Added = {2007-10-21 16:08:36 +0200}, Date-Modified = {2007-10-21 16:10:20 +0200}, Keywords = {clustering, SVM, kernels}, Pages = {225-229}, Title = {Self-adaptive Two-Phase Support Vector Clustering for Multi-Relational Data Mining.}, Url = {http://www.springerlink.com/index/05nw814043862846.pdf}, Year = 2006, Bdsk-Url-1 = {http://www.springerlink.com/index/05nw814043862846.pdf}} @conference{twophasesvc05, Address = {Washington, DC, USA}, Author = {Ling Ping and Wang Yan and Lu Nan and Wang Jian Yu and Liang Shuang and Zhou ChunGuang}, Booktitle = {International Conference on Cyberworlds}, Date-Added = {2007-10-21 16:02:16 +0200}, Date-Modified = {2007-10-21 16:08:00 +0200}, Keywords = {clustering, SVM, database, kernels}, Organization = {Coll. of Comput. Sci., Jilin Univ., Changchun, China}, Pages = {139-146}, Publisher = {IEEE Computer Society}, Title = {Two-phase support vector clustering for multi-relational data mining}, Url = {http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?tp=&arnumber=1587527&isnumber=33457}, Year = {2005}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?tp=&arnumber=1587527&isnumber=33457}} @inproceedings{conf/icip/TungH05, Author = {Jia-Wen Tung and Chiou-Ting Hsu}, Booktitle = {IEEE Internation Conference on Image Processing}, Date-Added = {2007-10-21 01:33:37 +0200}, Date-Modified = {2007-10-21 01:37:29 +0200}, Keywords = {clustering, SVM, image}, Month = {September}, Pages = {1189-1192}, Title = {Learning hidden semantic cues using support vector clustering.}, Url = {http://ieeexplore.ieee.org/iel5/10242/32660/01529969.pdf?arnumber=1529969}, Volume = {1}, Year = 2005, Bdsk-Url-1 = {http://ieeexplore.ieee.org/iel5/10242/32660/01529969.pdf?arnumber=1529969}} @book{cormen01, Author = {Thomas H. Cormen and Charles E. Leiserson and Ronald L. Rivest and Clifford Stein}, Date-Added = {2007-10-20 14:20:16 +0200}, Date-Modified = {2007-10-20 14:24:02 +0200}, Edition = {Second}, Keywords = {algorithms, optimization}, Month = {September}, Publisher = {MIT Press}, Title = {Introduction to {Algorithms}}, Url = {http://mitpress.mit.edu/catalog/item/default.asp?tid=8570&ttype=2}, Year = {2001}, Bdsk-Url-1 = {http://mitpress.mit.edu/catalog/item/default.asp?tid=8570&ttype=2}} @conference{bertoni06, Address = {Ancona, Italy}, Author = {A. Bertoni and G. Valentini}, Booktitle = {Conferenza Italiana Sistemi Intelligenti (CISI 06)}, Date-Added = {2007-10-19 21:51:14 +0200}, Date-Modified = {2007-10-19 21:53:04 +0200}, Keywords = {clustering, hierarchical, stopping criterion}, Title = {Discovering significant structures in clustered data through bernstein inequality}, Url = {http://homes.dsi.unimi.it/~valenti/papers/bertoni-vale-cisi06.pdf}, Year = {2006}, Bdsk-Url-1 = {http://homes.dsi.unimi.it/~valenti/papers/bertoni-vale-cisi06.pdf}} @conference{benhur02, Address = {Lihue, Hawaii, USA}, Author = {Asa Ben-Hur and A. Ellisseeff and I. Guyon}, Booktitle = {Pacific Symposium on Biocomputing}, Date-Added = {2007-10-19 21:46:14 +0200}, Date-Modified = {2007-10-19 21:53:25 +0200}, Editor = {R.B. Altman and A.K. Dunker and L. Hunter and T. Klein and K. Lauderdale}, Keywords = {clustering, hierarchical, stopping criterion}, Pages = {6-17}, Publisher = {World Scientific Pub. Co.}, Title = {A stability based method for discovering structure in clustered data}, Url = {http://helix-web.stanford.edu/psb02/benhur.pdf}, Volume = {7}, Year = {2002}, Bdsk-Url-1 = {http://helix-web.stanford.edu/psb02/benhur.pdf}} @inproceedings{conf/icml/FinleyJ05, Author = {Thomas Finley and Thorsten Joachims}, Booktitle = {Internation Conference on Machine Learning}, Date-Added = {2007-10-13 10:32:22 +0200}, Date-Modified = {2007-10-13 10:33:46 +0200}, Ee = {\url{http://doi.acm.org/10.1145/1102351.1102379}}, Keywords = {clustering, supervised learning, SVM, text mining}, Pages = {217-224}, Title = {Supervised clustering with support vector machines.}, Url = {http://www.cs.cornell.edu/People/tj/publications/finley_joachims_05a.pdf}, Year = 2005, Bdsk-Url-1 = {http://www.cs.cornell.edu/People/tj/publications/finley_joachims_05a.pdf}} @article{journals/pami/LeeL06, Author = {Jaewook Lee and Daewon Lee}, Date-Added = {2007-10-13 10:17:18 +0200}, Date-Modified = {2007-10-13 10:18:32 +0200}, Journal = {IEEE Trans. Pattern Anal. Mach. Intell.}, Keywords = {SVM, clustering}, Month = {November}, Number = {11}, Pages = {1869-1874}, Title = {Dynamic Characterization of Cluster Structures for Robust and Inductive Support Vector Clustering.}, Url = {http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arnumber=1704842}, Volume = {28}, Year = 2006, Bdsk-Url-1 = {http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arnumber=1704842}} @article{guidedsvc04, Author = {Jen-Chieh Chiang and Jeen-Shing Wang}, Date-Added = {2007-10-13 01:36:06 +0200}, Date-Modified = {2007-10-13 01:39:22 +0200}, Journal = {IEEE International Conference on Systems, Man and Cybernetics}, Keywords = {clustering, SVM, validity index, validation, evaluation}, Month = {October}, Pages = {3613--3618}, Title = {{A Validity-Guided Support Vector Clustering Algorithm for Identification of Optimal Cluster Configuration}}, Url = {http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arnumber=1400903}, Volume = {4}, Year = {2004}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arnumber=1400903}} @article{1294523, Address = {New York, NY, USA}, Author = {Jeen-Shing Wang and Jen-Chieh Chiang}, Date-Added = {2007-10-13 01:35:08 +0200}, Date-Modified = {2008-01-19 15:06:36 +0100}, Doi = {http://dx.doi.org/10.1016/j.patcog.2007.06.027}, Issn = {0031-3203}, Journal = {Pattern Recognition}, Keywords = {SVM, clustering, evaluation, validity index}, Number = {2}, Pages = {506--520}, Publisher = {Elsevier Science Inc.}, Title = {A cluster validity measure with a hybrid parameter search method for the support vector clustering algorithm}, Url = {http://portal.acm.org/citation.cfm?id=1294369.1294523&coll=GUIDE&dl=GUIDE&CFID=15151515&CFTOKEN=6184618#}, Volume = {41}, Year = {2008}, Bdsk-Url-1 = {http://portal.acm.org/citation.cfm?id=1294369.1294523&coll=GUIDE&dl=GUIDE&CFID=15151515&CFTOKEN=6184618#}, Bdsk-Url-2 = {http://dx.doi.org/10.1016/j.patcog.2007.06.027}} @article{taxduin2004, Author = {David M. J. Tax and Robert P. W. Duin}, Date-Added = {2007-10-10 19:41:02 +0200}, Date-Modified = {2007-10-10 19:43:37 +0200}, Journal = {Machine learning}, Keywords = {domain description, SVDD, SVM}, Number = {1}, Pages = {45--66}, Title = {Support Vector Data Description}, Url = {http://ict.ewi.tudelft.nl/~davidt/papers/ML_SVDD_04.pdf}, Volume = {54}, Year = {2004}, Bdsk-Url-1 = {http://ict.ewi.tudelft.nl/~davidt/papers/ML_SVDD_04.pdf}} @article{tax03, Author = {David M. J. Tax and Piotr Juszczak}, Date-Added = {2007-10-10 18:08:09 +0200}, Date-Modified = {2007-10-10 18:10:06 +0200}, Journal = {International Journal of Pattern Recognition and Artificial Intelligence}, Keywords = {one-class, kernel machines, classification, domain description, density estimation}, Number = {3}, Pages = {333--347}, Title = {Kernel whitening for one-class classification}, Url = {http://www.ph.tn.tudelft.nl/People/albert/papers/TaxIJPRAI2003.pdf}, Volume = {17}, Year = {2003}, Bdsk-Url-1 = {http://www.ph.tn.tudelft.nl/People/albert/papers/TaxIJPRAI2003.pdf}} @article{smola98connection, Author = {Alex J. Smola and Bernhard Sch{\"o}lkopf and Klaus-Robert M{\"u}ller}, Date-Added = {2007-10-10 17:16:22 +0200}, Date-Modified = {2007-10-10 17:26:15 +0200}, Journal = {Neural Networks}, Number = {4}, Pages = {637--649}, Title = {The connection between regularization operators and support vector kernels}, Url = {http://citeseer.ist.psu.edu/smola98connection.html}, Volume = {11}, Year = {1998}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/smola98connection.html}} @article{1005345, Address = {Cambridge, MA, USA}, Author = {David D. Lewis and Yiming Yang and Tony G. Rose and Fan Li}, Date-Added = {2007-10-07 09:58:42 +0200}, Date-Modified = {2007-10-07 09:59:28 +0200}, Issn = {1533-7928}, Journal = {J. Mach. Learn. Res.}, Pages = {361--397}, Publisher = {MIT Press}, Title = {RCV1: A New Benchmark Collection for Text Categorization Research}, Url = {http://jmlr.csail.mit.edu/papers/volume5/lewis04a/lewis04a.pdf}, Volume = {5}, Year = {2004}, Bdsk-Url-1 = {http://jmlr.csail.mit.edu/papers/volume5/lewis04a/lewis04a.pdf}} @misc{russocamastra07, Author = {Francesco Camastra}, Date-Added = {2007-10-06 19:05:52 +0200}, Date-Modified = {2008-01-16 18:14:53 +0100}, Keywords = {kernel machines, clustering, SVM}, Month = {June}, Title = {A private e-mail conversation about the {Kernel Grower} clustering algorithm}, Year = {2007}, @article{roberts96parametric, Author = {S. J. Roberts}, Date-Added = {2007-10-05 12:47:47 +0200}, Date-Modified = {2007-10-05 12:49:22 +0200}, Journal = {Pattern Recognition}, Keywords = {clustering}, Number = {2}, Pages = {261--272}, Title = {Parametric and non-parametric unsupervised cluster analysis}, Url = {http://citeseer.ist.psu.edu/roberts96parametric.html}, Volume = {30}, Year = {1996}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/roberts96parametric.html}} @article{dsvm06, Author = {A. Navia-Vazquez and D. Gutierrez-Gonzalez and E. Parrado-Hernandez and J. J. Navarro-Abellan}, Date-Added = {2007-09-28 00:06:42 +0200}, Date-Modified = {2007-09-28 00:09:59 +0200}, Journal = {IEEE Transactions on Neural Networks}, Keywords = {SVM, distributed}, Number = {4}, Pages = {1091--1097}, Title = {Distributed support vector machines}, Url = {http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arnumber=1650264}, Volume = {17}, Year = {2006}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arnumber=1650264}} @mastersthesis{turroni05, Author = {Francesco Turroni}, Date-Added = {2007-09-28 00:02:49 +0200}, Date-Modified = {2007-09-28 00:06:10 +0200}, Keywords = {SVM, parallel}, School = {Alma Mater Studiorum - Universit\`{a} di Bologna (Sede di Cesena)}, Title = {Studio delle prestazioni del training parallelo di Support Vector Machines su cluster ibrido 32/64 bit}, Url = {http://www.cs.unibo.it/~roffilli/thesis/TURRON05.pdf}, Year = {2005}, Bdsk-Url-1 = {http://www.cs.unibo.it/~roffilli/thesis/TURRON05.pdf}} @inproceedings{ferecatu04, Address = {London, UK}, Author = {M. Ferecatu and M. Crucianu and N. Boujemaa}, Booktitle = {In Proceedings of the European Workshop on the Integration of Knowledge, Semantics and Digital MediaTechnology (EWIMT'04)}, Date-Added = {2007-09-25 14:20:57 +0200}, Date-Modified = {2007-09-25 14:23:20 +0200}, Title = {Tuning SVM-Based Relevance Feedback for the Interactive Classification of Images}, Url = {http://www-rocq.inria.fr/%7Eferecatu/publications/ewimt-2004.pdf}, Year = {2004}, Bdsk-Url-1 = {http://www-rocq.inria.fr/~ferecatu/publications/ewimt-2004.pdf}} @article{graf03, Author = {A. B. A. Graf and A. J. Smola and S. Borer}, Date-Added = {2007-09-25 12:03:49 +0200}, Date-Modified = {2007-09-25 12:05:47 +0200}, Journal = {IEEE Transactions on Neural Networks}, Keywords = {classification, normalization, kernels}, Month = {May}, Number = {3}, Pages = {597-605}, Title = {Classification in a normalized feature space using support vector machines}, Url = {http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?tp=&arnumber=1199655&isnumber=27005}, Volume = {14}, Year = {2003}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?tp=&arnumber=1199655&isnumber=27005}} @book{bellman61, Author = {Richard Ernest Bellman}, Date-Added = {2007-09-17 23:53:23 +0200}, Date-Modified = {2007-09-17 23:57:34 +0200}, Keywords = {curse of dimensionality}, Publisher = {Princeton University Press}, Title = {Adaptive Control Processes: A Guided Tour}, Url = {http://www.amazon.com/Adaptive-Control-Processes-Guided-Tour/dp/B0006AWE08}, Year = {1961}, Bdsk-Url-1 = {http://www.amazon.com/Adaptive-Control-Processes-Guided-Tour/dp/B0006AWE08}} @book{993483, Address = {New York, NY, USA}, Author = {Stephen Boyd and Lieven Vandenberghe}, Date-Added = {2007-09-16 16:30:05 +0200}, Date-Modified = {2007-09-16 16:51:58 +0200}, Isbn = {0521833787}, Keywords = {optimization}, Publisher = {Cambridge University Press}, Title = {Convex Optimization}, Url = {http://www.stanford.edu/~boyd/cvxbook/}, Year = {2004}, Bdsk-Url-1 = {http://www.stanford.edu/~boyd/cvxbook/}} @article{aizerman64, Author = {M. A. Aizerman and E. M. Braverman and L. I. Rozonoer}, Date-Added = {2007-09-13 20:09:11 +0200}, Date-Modified = {2007-09-13 20:11:17 +0200}, Journal = {Automation and Remote Control}, Keywords = {kernels, pattern recognition}, Pages = {1175--1190}, Title = {The probability problem of pattern recognition learning and the method of potential functions}, Volume = {25}, Year = {1964}} @article{rosenblatt63, Author = {Frank Rosenblatt}, Date-Added = {2007-09-13 15:14:37 +0200}, Date-Modified = {2007-09-13 15:15:56 +0200}, Journal = {The American Journal of Psychology}, Keywords = {machine learning, neural networks, perceptron}, Month = {December}, Number = {4}, Pages = {705--707}, Title = {Principles of Neurodynamics: Perceptrons and the Theory of Brain Mechanisms}, Volume = {76}, Year = {1963}} @article{104377, Author = {Warren S. McCulloch and Walter Pitts}, Date-Added = {2007-09-13 15:12:32 +0200}, Date-Modified = {2007-09-13 15:18:51 +0200}, Journal = {Bul letin of Mathemathical Biophysics}, Keywords = {neural networks}, Pages = {115-133}, Title = {A logical calculus of the ideas immanent in nervous activity}, Volume = {5}, Year = {1943}} @book{1096885, Author = {M.L. Minsky and S. Papert}, Date-Added = {2007-09-13 10:53:47 +0200}, Date-Modified = {2007-09-13 10:55:46 +0200}, Isbn = {0262630222}, Keywords = {perceptron, neural networks, machine learning}, Publisher = {The MIT Press}, Title = {Perceptrons: An Introduction to Computational Geometry}, Year = {1969}} @article{104293, Address = {Cambridge, MA, USA}, Author = {D. E. Rumelhart and G. E. Hinton and R. J. Williams}, Book = {Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations}, Date-Added = {2007-09-13 10:52:04 +0200}, Date-Modified = {2007-09-13 10:59:58 +0200}, Editor = {D. E. Rumelhart and J. L. McClelland}, Isbn = {0-262-68053-X}, Journal = {Paralle Distribute Processing}, Keywords = {machine learning, neural networks, perceptron}, Pages = {318--362}, Publisher = {MIT Press}, Title = {Learning internal representations by error propagation}, Url = {http://portal.acm.org/citation.cfm?id=104293#}, Year = {1986}, Bdsk-Url-1 = {http://portal.acm.org/citation.cfm?id=104293#}} @unpublished{nilsson05, Author = {Nils J. Nilsson}, Date-Added = {2007-09-12 17:35:47 +0200}, Date-Modified = {2007-09-12 17:42:50 +0200}, Keywords = {machine learning}, Note = {\emph{Draft of Incomplete Notes}}, Title = {Introduction to Machine Learning}, Url = {http://robotics.stanford.edu/people/nilsson/mlbook.html}, Year = {2005}, Bdsk-Url-1 = {http://robotics.stanford.edu/people/nilsson/mlbook.html}} @inproceedings{slonim00document, Author = {Noam Slonim and Naftali Tishby}, Booktitle = {Research and Development in Information Retrieval}, Date-Added = {2007-09-11 18:21:02 +0200}, Date-Modified = {2007-09-11 18:21:29 +0200}, Keywords = {clustering, information theory}, Pages = {208-215}, Title = {Document clustering using word clusters via the information bottleneck method}, Url = {http://citeseer.ist.psu.edu/slonim00document.html}, Year = {2000}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/slonim00document.html}} @book{vapnik2000, Author = {Vladimir N. Vapnik}, Date-Added = {2007-09-11 15:58:52 +0200}, Date-Modified = {2007-09-11 16:02:46 +0200}, Edition = {2nd}, Keywords = {machine learning, SVM, statistical learning theory}, Month = {December}, Publisher = {Springer}, Title = {The Nature of Statistical Learning Theory}, Url = {http://www.springer.com/east/home/statistics?SGWID=5-10128-22-2017705-0}, Year = {2000}, Bdsk-Url-1 = {http://www.springer.com/east/home/statistics?SGWID=5-10128-22-2017705-0}} @incollection{Carbonell:84, Address = {Berlin, Heidelberg}, Author = {J. G. Carbonell and R. S. Michalski and T. M. Mitchell}, Booktitle = {Machine Learning: An Artificial Intelligence Approach}, Date-Added = {2007-09-09 15:07:07 +0200}, Date-Modified = {2007-09-09 15:07:50 +0200}, Editor = {R. S. Michalski and J. G. Carbonell and T. M. Mitchell}, Keywords = {machine learning}, Pages = {3-23}, Publisher = {Springer}, Title = {An Overview of Machine Learning}, Url = {http://mars.gmu.edu/dspace/bitstream/1920/1569/1/83-02.pdf}, Year = 1984, Bdsk-Url-1 = {http://mars.gmu.edu/dspace/bitstream/1920/1569/1/83-02.pdf}} @article{girolami02, Author = {Mark Girolami}, Date-Added = {2007-09-08 13:53:03 +0200}, Date-Modified = {2007-09-08 13:54:59 +0200}, Journal = {IEEE Transactions on Neural Networks}, Keywords = {kernel machines, clustering}, Month = {May}, Number = {3}, Pages = {780--784}, Title = {Mercer kernel-based clustering in feature space}, Url = {http://ieeexplore.ieee.org/iel5/72/21590/01000150.pdf}, Volume = {13}, Year = {2002}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/iel5/72/21590/01000150.pdf}} @article{fuzzysvc03, Author = {Jung-Hsien Chiang and Pei-Yi Hao}, Date-Added = {2007-09-08 12:39:03 +0200}, Date-Modified = {2007-10-21 16:11:33 +0200}, Journal = {IEEE Transactions on Fuzzy Systems}, Keywords = {SVM, clustering, fuzzy, soft clustering}, Month = {August}, Number = {4}, Pages = {518--527}, Title = {A new kernel-based fuzzy clustering approach: support vector clustering with cell growing}, Url = {http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?tp=&arnumber=1220297&isnumber=27420}, Volume = {11}, Year = {2003}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?tp=&arnumber=1220297&isnumber=27420}} @article{1230212, Address = {Tarrytown, NY, USA}, Author = {Pei-Yi Hao and Jung-Hsien Chiang and Yi-Kun Tu}, Date-Added = {2007-09-08 12:25:40 +0200}, Date-Modified = {2007-09-08 12:27:33 +0200}, Doi = {http://dx.doi.org/10.1016/j.eswa.2006.06.009}, Issn = {0957-4174}, Journal = {Expert Syst. Appl.}, Keywords = {classification, text mining, SVM, clustering}, Number = {3}, Pages = {627--635}, Publisher = {Pergamon Press, Inc.}, Title = {Hierarchically SVM classification based on support vector clustering method and its application to document categorization}, Url = {http://portal.acm.org/citation.cfm?id=1230212&dl=GUIDE&coll=&CFID=15151515&CFTOKEN=6184618#}, Volume = {33}, Year = {2007}, Bdsk-Url-1 = {http://portal.acm.org/citation.cfm?id=1230212&dl=GUIDE&coll=&CFID=15151515&CFTOKEN=6184618#}, Bdsk-Url-2 = {http://dx.doi.org/10.1016/j.eswa.2006.06.009}} @article{svcmarketing07, Author = {Jih-Jeng Huang and Gwo-Hshiung Tzeng and Chorng-Shyong Ong}, Bibsource = {DBLP, http://dblp.uni-trier.de}, Date-Added = {2007-09-08 12:13:20 +0200}, Date-Modified = {2007-09-08 12:14:39 +0200}, Ee = {http://dx.doi.org/10.1016/j.eswa.2005.11.028}, Journal = {Expert Systems with Applications}, Keywords = {clustering, SVM, market analysis}, Number = {2}, Pages = {313-317}, Title = {Marketing segmentation using support vector clustering}, Url = {http://www.sciencedirect.com/science?_ob=MImg&_imagekey=B6V03-4HYMSJX-5-7&_cdi=5635&_user=10&_orig=search&_coverDate=02%2F28%2F2007&_sk=999679997&view=c&wchp=dGLbVtb-zSkzk&md5=062902cb04c8116935c0c417471d3611&ie=/sdarticle.pdf}, Volume = {32}, Year = {2007}, Bdsk-Url-1 = {http://www.sciencedirect.com/science?_ob=MImg&_imagekey=B6V03-4HYMSJX-5-7&_cdi=5635&_user=10&_orig=search&_coverDate=02/28/2007&_sk=999679997&view=c&wchp=dGLbVtb-zSkzk&md5=062902cb04c8116935c0c417471d3611&ie=/sdarticle.pdf}} @phdthesis{donalekphd06, Address = {Via Cinthia, 80126 Naples, Italy}, Author = {Ciro Donalek}, Date-Added = {2007-09-05 09:20:37 +0200}, Date-Modified = {2007-09-05 09:24:08 +0200}, Keywords = {clustering, classification, star-galaxy, astronomy}, School = {Universit\`{a} degli studi di Napoli ``Federico II''}, Title = {Mining Astronomical Massive Data Sets}, Url = {http://www.astro.caltech.edu/~donalek/papers/thesisciro.pdf}, Year = {2006}, Bdsk-Url-1 = {http://www.astro.caltech.edu/~donalek/papers/thesisciro.pdf}} @inproceedings{kernelgraphclustering05, Address = {New York, NY, USA}, Author = {Inderjit Dhillon and Yuqiang Guan and Brian Kulis}, Booktitle = {KDD '05: Proceeding of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining}, Date-Added = {2007-08-31 22:35:05 +0200}, Date-Modified = {2007-08-31 22:37:02 +0200}, Doi = {http://doi.acm.org/10.1145/1081870.1081948}, Isbn = {1-59593-135-X}, Keywords = {clustering, graph, kernel machines}, Location = {Chicago, Illinois, USA}, Pages = {629--634}, Publisher = {ACM Press}, Title = {A fast kernel-based multilevel algorithm for graph clustering}, Url = {http://www.cs.utexas.edu/users/kulis/pubs/multilevel-kdd.pdf}, Year = {2005}, Bdsk-Url-1 = {http://www.cs.utexas.edu/users/kulis/pubs/multilevel-kdd.pdf}, Bdsk-Url-2 = {http://doi.acm.org/10.1145/1081870.1081948}} @article{kernelselection06, Author = {Shawkat Ali and Kate A. Smith-Miles}, Date-Added = {2007-08-30 16:09:42 +0200}, Date-Modified = {2007-08-30 16:22:35 +0200}, Journal = {Neurocomputing}, Keywords = {SVM, kernel machines, kernel selection}, Pages = {173--186}, Title = {A meta-learning approach to automatic kernel selection for {Support Vector Machines}}, Url = {http://www.sciencedirect.com/science?_ob=MImg&_imagekey=B6V10-4K9C58X-1-H&_cdi=5660&_user=10&_orig=search&_coverDate=12%2F31%2F2006&_sk=999299998&view=c&wchp=dGLzVzz-zSkzk&md5=54e792439ac1d935ba41aeedd68756d3&ie=/sdarticle.pdf}, Volume = {70}, Year = {2006}, Bdsk-Url-1 = {http://www.sciencedirect.com/science?_ob=MImg&_imagekey=B6V10-4K9C58X-1-H&_cdi=5660&_user=10&_orig=search&_coverDate=12/31/2006&_sk=999299998&view=c&wchp=dGLzVzz-zSkzk&md5=54e792439ac1d935ba41aeedd68756d3&ie=/sdarticle.pdf}} @mastersthesis{lin05, Author = {Hsuan-Tien Lin}, Date-Added = {2007-08-29 16:18:29 +0200}, Date-Modified = {2007-08-29 16:20:16 +0200}, Keywords = {SVM, ensemble, kernel machines, laplace}, Month = {May}, School = {California Institute of Technology}, Title = {Infinite Ensemble Learning with Support Vector Machines}, Url = {http://www.work.caltech.edu/~htlin/publication/doc/msthesis.pdf}, Year = {2005}, Bdsk-Url-1 = {http://www.work.caltech.edu/~htlin/publication/doc/msthesis.pdf}} @incollection{klkmeans05, Author = {M. Teboulle and P. Berkhin and I. S. Dhillon and Y. Guan and J. Kogan}, Booktitle = {Grouping Multidimensional Data: Recent Advances in Clustering}, Chapter = {5}, Date-Added = {2007-08-28 23:40:40 +0200}, Date-Modified = {2007-08-29 23:38:52 +0200}, Editor = {Jacob Kogan and Charles Nicholas and Marc Taboulle}, Keywords = {clustering, k-means, relative entropy, bregman}, Pages = {127--160}, Publisher = {Springer-Verlag}, Title = {Clustering with {Entropy}-like k-means {Algorithms}}, Url = {http://www.springerlink.com/index/h7rp0p4074778pgt.pdf}, Year = {2005}, Bdsk-Url-1 = {http://www.springerlink.com/index/h7rp0p4074778pgt.pdf}} @techreport{kkmeans05, Address = {UT, Austin}, Author = {I.S. Dhillon and Y. Guan and B. Kulis}, Date-Added = {2007-08-28 16:04:44 +0200}, Date-Modified = {2007-08-28 16:23:52 +0200}, Institution = {University of Texas at Austin, Department of Computer Science}, Keywords = {clustering, k-means, kernel machines}, Month = {February}, Title = {A Unified View of Kernel k-means, Spectral Clustering and Graph Partitioning}, Type = {UTCS Technical Report \#TR-04-25}, Url = {http://www.cs.utexas.edu/users/kulis/pubs/spectral_techreport.pdf}, Year = {2005}, Bdsk-Url-1 = {http://www.cs.utexas.edu/users/kulis/pubs/spectral_techreport.pdf}} @inproceedings{kkmeans04, Author = {I. S. Dhillon and Y. Guan and B. Kulis}, Booktitle = {Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD)}, Date-Added = {2007-08-28 16:01:25 +0200}, Date-Modified = {2007-08-28 16:04:35 +0200}, Keywords = {clustering, k-means, kernel machines}, Month = {August}, Pages = {551--556}, Title = {Kernel k-means, Spectral Clustering and Normalized Cuts}, Url = {http://www.cs.utexas.edu/users/inderjit/public_papers/kdd_spectral_kernelkmeans.pdf}, Year = {2004}, Bdsk-Url-1 = {http://www.cs.utexas.edu/users/inderjit/public_papers/kdd_spectral_kernelkmeans.pdf}} @inproceedings{macqueen67, Address = {Berkeley}, Author = {J. B. MacQueen}, Booktitle = {Proceedings of 5-th Berkeley Symposium on Mathematical Statistics and Probability}, Date-Added = {2007-08-28 13:44:10 +0200}, Date-Modified = {2007-08-28 13:46:03 +0200}, Keywords = {clustering, k-means}, Pages = {281--297}, Publisher = {University of California Press}, Title = {Some Methods for classification and Analysis of Multivariate Observations}, Volume = {1}, Year = {1967}} @techreport{syntheticgen06, Address = {Edmonton, Canada T6G 2E8}, Author = {Yaling Pei and Osmar Za\"{i}ane}, Date-Added = {2007-08-14 21:26:28 +0200}, Date-Modified = {2007-08-14 21:28:16 +0200}, Institution = {Computing Science Department, University of Alberta}, Keywords = {synthetic, dataset, clustering, outlier}, Title = {A Synthetic Data Generator for Clustering and Outlier Analysis}, Url = {http://www.cs.ualberta.ca/TechReports/2006/TR06-15/TR06-15.pdf}, Year = {2006}, Bdsk-Url-1 = {http://www.cs.ualberta.ca/TechReports/2006/TR06-15/TR06-15.pdf}} @incollection{dhillonfanguan00, Author = {Dhillon, I. S. and Fan, J. and Guan, Y.}, Booktitle = {Data Mining for Scientific and Engineering Applications}, Date-Added = {2007-08-11 17:18:03 +0200}, Date-Modified = {2007-08-11 17:19:01 +0200}, Editor = {R. Grossman, C. Kamath, V. Kumar and R. Namburu}, Keywords = {clustering}, Publisher = {Kluwer Academic Publishers}, Title = {Efficient Clustering of Very Large Document Collections}, Url = {http://www.cs.utexas.edu/users/inderjit/public_papers/effclus.ps.gz}, Year = {2001}, Bdsk-Url-1 = {http://www.cs.utexas.edu/users/inderjit/public_papers/effclus.ps.gz}} @inproceedings{density07, Address = {Seattle, Washington}, Author = {D. Jiang and C. F. Eick and C. S. Chen}, Booktitle = {15th ACM International Symposium on Advances in Geographic Information Systems (ACM-GIS)}, Date-Added = {2007-08-10 16:21:01 +0200}, Date-Modified = {2007-08-10 16:37:40 +0200}, Keywords = {arbitrary shapes, clustering}, Month = {November}, Title = {On Supervised Density Estimation Techniques and Their Application to Spatial Data Mining}, Url = {http://www2.cs.uh.edu/~ceick/kdd/JEC07.pdf}, Year = {2007}, Bdsk-Url-1 = {http://www2.cs.uh.edu/~ceick/kdd/JEC07.pdf}} @inproceedings{mosaic07, Address = {Regensburg, Germany}, Author = {J. Choo and R. Jiamthapthaksin and C. Chen and O. Celepcikay and C. Giusti and C. Eick}, Booktitle = {9th International Conference on Data Warehousing and Knowledge Discovery (DaWaK)}, Date-Added = {2007-08-10 16:11:15 +0200}, Date-Modified = {2007-08-10 16:13:04 +0200}, Keywords = {clustering, arbitrary shapes}, Month = {September}, Title = {MOSAIC: A Proximity Graph Approach to Agglomerative Clustering}, Url = {http://www2.cs.uh.edu/~rachsuda/CJCCGE07.pdf}, Year = {2007}, Bdsk-Url-1 = {http://www2.cs.uh.edu/~rachsuda/CJCCGE07.pdf}} @article{bb32873, Author = {Lekadir, K. and Merrifield, R. and Yang, G.Z.}, Date-Added = {2007-08-10 14:12:31 +0200}, Date-Modified = {2007-08-11 08:44:40 +0200}, Journal = {IEEE Transaction On Medical Imaging}, Keywords = {outlier, novelty detection}, Month = {February}, Number = {2}, Pages = {212-222}, Title = {Outlier Detection and Handling for Robust {3-D} Active Shape Models Search}, Url = {http://www.doc.ic.ac.uk/~lekadir/Docs/IEEE-TMI-2007-1.pdf}, Volume = {26}, Year = {2007}, Bdsk-Url-1 = {http://www.doc.ic.ac.uk/~lekadir/Docs/IEEE-TMI-2007-1.pdf}} @inproceedings{wagstaff04, Address = {4800 Oak Grove Dr., Pasadena, CA 91109}, Author = {Kiri Wagstaff}, Booktitle = {Classification, Clustering, and Data Mining Applications (Proceedings of the Meeting of the International Federation of Classification Societies)}, Date-Added = {2007-08-09 15:53:52 +0200}, Date-Modified = {2007-08-10 16:37:17 +0200}, Keywords = {clustering, missing values, astronomy}, Organization = {Jet Propulsion Laboratory, California Institute of Technology}, Pages = {649-658}, Title = {Clustering with Missing Values: No Imputation Required}, Url = {http://www.litech.org/~wkiri/Papers/wagstaff-missing-ifcs04.pdf}, Year = {2004}, Bdsk-Url-1 = {http://www.litech.org/~wkiri/Papers/wagstaff-missing-ifcs04.pdf}} @conference{wagstaff05, Author = {Kiri Wagstaff and Victoria G. Laidler}, Booktitle = {Astronomical Data Analysis Software and Systems XIV (ADASS)}, Date-Added = {2007-08-09 15:49:16 +0200}, Date-Modified = {2007-08-10 16:36:54 +0200}, Editor = {P. L. Shopbel and M. C. Britton and R. Ebert}, Keywords = {clustering, missing values, astronomy}, Series = {ASP Conference Series}, Title = {Making the Most of Missing Values: Object Clustering with Partial Data in Astronomy}, Url = {http://www.litech.org/~wkiri/Papers/wagstaff-missing-adass04.pdf}, Volume = {347}, Year = {2005}, Bdsk-Url-1 = {http://www.litech.org/~wkiri/Papers/wagstaff-missing-adass04.pdf}} @article{sammon69, Author = {Sammon, J. W. , Jr.}, Date-Added = {2007-08-08 12:10:01 +0200}, Date-Modified = {2007-08-08 12:10:59 +0200}, Isbn = {0018-9340}, Journal = {Transactions on Computers}, Journal1 = {Transactions on Computers}, Keywords = {Clustering, dimensionality reduction, mappings, multidimensional scaling, multivariate data analysis, nonparametric, pattern recognition, statistics.; Clustering, dimensionality reduction, mappings, multidimensional scaling, multivariate data analysis, nonparametric, pattern recognition, statistics.}, Number = {5}, Pages = {401--409}, Title = {A Nonlinear Mapping for Data Structure Analysis}, Title1 = {Transactions on Computers}, Ty = {JOUR}, Url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=1671271}, Volume = {C-18}, Year = {1969}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=1671271}} @inproceedings{pereira93distributional, Author = {Fernando C. N. Pereira and Naftali Tishby and Lillian Lee}, Booktitle = {Meeting of the Association for Computational Linguistics}, Date-Added = {2007-08-07 21:52:13 +0200}, Date-Modified = {2007-08-07 21:53:17 +0200}, Keywords = {feature, clustering}, Pages = {183-190}, Title = {Distributional Clustering of English Words}, Url = {http://citeseer.ist.psu.edu/pereira93distributional.html}, Year = {1993}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/pereira93distributional.html}} @inproceedings{slonim01power, Author = {N. Slonim and N. Tishby}, Booktitle = {23rd European Colloquium on Information Retrieval Research}, Date-Added = {2007-08-07 21:50:02 +0200}, Date-Modified = {2007-08-07 21:51:02 +0200}, Keywords = {feature, clustering, classification}, Title = {The power of word clusters for text classification}, Url = {http://citeseer.ist.psu.edu/slonim01power.html}, Year = {2001}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/slonim01power.html}} @inproceedings{baker98distributional, Address = {Melbourne, AU}, Author = {L. Douglas Baker and Andrew K. McCallum}, Booktitle = {Proceedings of {SIGIR}-98, 21st {ACM} International Conference on Research and Development in Information Retrieval}, Date-Added = {2007-08-07 21:49:08 +0200}, Date-Modified = {2007-08-07 21:49:30 +0200}, Editor = {W. Bruce Croft and Alistair Moffat and Cornelis J. van Rijsbergen and Ross Wilkinson and Justin Zobel}, Keywords = {feature, clustering, classification}, Pages = {96--103}, Publisher = {ACM Press, New York, US}, Title = {Distributional clustering of words for text classification}, Url = {http://citeseer.ist.psu.edu/baker98distributional.html}, Year = {1998}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/baker98distributional.html}} @article{citeulike:3561, Abstract = {This paper presents an overview of pattern clustering methods from a statistical pattern recognition perspective, with a goal of providing useful advice and references to fundamental concepts accessible to the broad community of clustering practitioners. We present a taxonomy of clustering techniques, and identify cross-cutting themes and recent advances. We also describe some important applications of clustering algorithms such as image segmentation, object recognition, and information...}, Author = {Jain, A. K. and Murty, M. N. and Flynn, P. J.}, Citeulike-Article-Id = {3561}, Date-Added = {2007-08-07 18:13:16 +0200}, Date-Modified = {2007-08-07 18:13:24 +0200}, Journal = {ACM Computing Surveys}, Keywords = {clustering review}, Number = {3}, Pages = {264--323}, Priority = {3}, Title = {Data clustering: a review}, Url = {http://citeseer.ist.psu.edu/jain99data.html}, Volume = {31}, Year = {1999}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/jain99data.html}} @article{Pars-etal04b, Abstract = {Subspace clustering is an extension of traditional clustering that seeks to find clusters in different subspaces within a dataset. Often in high dimensional data, many dimensions are irrelevant and can mask existing clusters in noisy data. Feature selection removes irrelevant and redundant dimensions by analyzing the entire dataset. Subspace clustering algorithms localize the search for relevant dimensions allowing them to find clusters that exist in multiple, possibly overlapping subspaces. There are two major branches of subspace clustering based on their search strategy. Top-down algorithms find an initial clustering in the full set of dimensions and evaluate the subspaces of each cluster, iteratively improving the results. Bottom-up approaches find dense regions in low dimensional spaces and combine them to form clusters. This paper presents a survey of the various subspace clustering algorithms along with a hierarchy organizing the algorithms by their defining characteristics. We then compare the two main approaches to subspace clustering using empirical scalability and accuracy tests and discuss some potential applications where subspace clustering could be particularly useful.}, Author = {Lance Parsons and Ehtesham Haque and Huan Liu}, Data = {ToyDataset.csv}, Date-Added = {2007-08-07 18:10:01 +0200}, Date-Modified = {2007-08-07 18:12:18 +0200}, Journal = {SIGKDD Explorations, Newsletter of the ACM Special Interest Group on Knowledge Discovery and Data Mining}, Number = {1}, Owner = {lparsons}, Pages = {90}, Title = {Subspace Clustering for High Dimensional Data: A Review}, Url = {http://www.public.asu.edu/~lparsons/publications/subspace_clustering_SIGKDD_Explorations.pdf}, Volume = {6}, Year = {2004}, Bdsk-Url-1 = {http://www.public.asu.edu/~lparsons/publications/subspace_clustering_SIGKDD_Explorations.pdf}} @inproceedings{502530, Address = {New York, NY, USA}, Author = {Eser Kandogan}, Booktitle = {KDD '01: Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining}, Date-Added = {2007-08-07 13:04:46 +0200}, Date-Modified = {2007-08-07 18:14:31 +0200}, Doi = {http://doi.acm.org/10.1145/502512.502530}, Isbn = {1-58113-391-X}, Location = {San Francisco, California}, Pages = {107--116}, Publisher = {ACM Press}, Title = {Visualizing multi-dimensional clusters, trends, and outliers using star coordinates}, Url = {http://portal.acm.org/citation.cfm?id=502530&dl=GUIDE&dl=ACM}, Year = {2001}, Bdsk-Url-1 = {http://portal.acm.org/citation.cfm?id=502530&dl=GUIDE&dl=ACM}, Bdsk-Url-2 = {http://doi.acm.org/10.1145/502512.502530}} @inproceedings{kandogan00star, Address = {650 Harry Road, San Jose, CA 95120}, Author = {Eser Kandogan}, Booktitle = {Proceedings of the IEEE Information Visualization Symposium}, Date-Added = {2007-08-07 13:00:07 +0200}, Date-Modified = {2007-08-10 14:17:26 +0200}, Keywords = {clustering, visualization, star coordinates}, Organization = {IBM Almaden Research Center}, Title = {Star Coordinates: A Multi-dimensional Visualization Technique with Uniform Treatment of Dimensions}, Url = {http://people.cs.vt.edu/~north/infoviz/starcoords.pdf}, Year = {2000}, Bdsk-Url-1 = {http://people.cs.vt.edu/~north/infoviz/starcoords.pdf}} @article{zadeh65, Author = {L. A. Zadeh}, Date-Added = {2007-08-07 12:37:08 +0200}, Date-Modified = {2007-08-07 12:42:35 +0200}, Journal = {Information and Control}, Keywords = {fuzzy sets}, Pages = {338--353}, Title = {Fuzzy sets}, Url = {http://www-bisc.cs.berkeley.edu/zadeh/papers/Fuzzy%20Sets-1965.pdf}, Volume = {8}, Year = {1965}, Bdsk-Url-1 = {http://www-bisc.cs.berkeley.edu/zadeh/papers/Fuzzy%20Sets-1965.pdf}} @conference{guan2005, Author = {Jian Guan and Guoping Qiu and Xiang-Yang Xue}, Booktitle = {IEEE 7th Workshop on Multimedia Signal Processing}, Date-Added = {2007-08-06 14:22:00 +0200}, Date-Modified = {2007-08-06 14:43:38 +0200}, Keywords = {co-clustering, clustering, image}, Month = {October}, Pages = {1--4}, Title = {Spectral Images and Features Co-Clustering with Application to Content-based Image Retrieval}, Url = {http://www.cs.nott.ac.uk/~qiu/webpages/Papers/mmsp05-coclustering.pdf}, Year = {2005}, Bdsk-Url-1 = {http://www.cs.nott.ac.uk/~qiu/webpages/Papers/mmsp05-coclustering.pdf}} @conference{cai2005, Author = {Rui Cai and Lie Lu and Lian-Hong Cai}, Booktitle = {IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2005}, Date-Added = {2007-08-06 14:18:45 +0200}, Date-Modified = {2007-08-06 14:20:43 +0200}, Keywords = {co-clustering, image, clustering}, Pages = {1073--1076}, Publisher = {ACL/SIGPARSE}, Title = {Unsupervised Auditory Scene Categorization via Key Audio Effects and Information-Theoretic Co-Clustering}, Url = {http://research.microsoft.com/asia/dload_files/group/speech/2007upload/0201073.pdf}, Volume = {2}, Year = {2005}, Bdsk-Url-1 = {http://research.microsoft.com/asia/dload_files/group/speech/2007upload/0201073.pdf}} @inproceedings{1021397, Address = {Washington, DC, USA}, Author = {Guoping Qiu}, Booktitle = {ICPR '04: Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 4}, Date-Added = {2007-08-06 14:16:41 +0200}, Date-Modified = {2007-08-06 14:17:42 +0200}, Doi = {http://dx.doi.org/10.1109/ICPR.2004.468}, Isbn = {0-7695-2128-2}, Keywords = {co-clustering, clustering, image, video}, Pages = {991--994}, Publisher = {IEEE Computer Society}, Title = {Image and Feature Co-Clustering}, Url = {http://ieeexplore.ieee.org/iel5/9258/29388/01333940.pdf}, Year = {2004}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/iel5/9258/29388/01333940.pdf}, Bdsk-Url-2 = {http://dx.doi.org/10.1109/ICPR.2004.468}} @techreport{gksvctr04, Address = {Lowell, MA 01854}, Author = {Sei-Hyung Lee and Karen M. 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Za\"{\i}ane and Andrew Foss and Chi-Hoon Lee and Weinan Wang}, Booktitle = {PAKDD '02: Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining}, Date-Added = {2007-07-19 19:28:19 +0200}, Date-Modified = {2007-07-19 19:29:11 +0200}, Isbn = {3-540-43704-5}, Keywords = {clustering, analysis, validation, evaluation}, Pages = {28--39}, Publisher = {Springer-Verlag}, Title = {On Data Clustering Analysis: Scalability, Constraints, and Validation}, Url = {http://www.cs.ualberta.ca/~zaiane/postscript/pakddZaiane.pdf}, Year = {2002}, Bdsk-Url-1 = {http://www.cs.ualberta.ca/~zaiane/postscript/pakddZaiane.pdf}} @article{607609, Address = {Hingham, MA, USA}, Author = {Maria Halkidi and Yannis Batistakis and Michalis Vazirgiannis}, Date-Added = {2007-07-19 19:07:20 +0200}, Date-Modified = {2007-07-19 19:08:39 +0200}, Issn = {0925-9902}, Journal = {Journal of Intelligent Information Systems}, Keywords = {clustering, validation, evaluation}, Number = {2-3}, Pages = {107--145}, Publisher = {Kluwer Academic Publishers}, Title = {On Clustering Validation Techniques}, Url = {http://citeseer.ist.psu.edu/513619.html}, Volume = {17}, Year = {2001}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/513619.html}} @inproceedings{gokcay00new, Author = {E. 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Mooney}, Booktitle = {KDD '05: Proceeding of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining}, Date-Added = {2007-07-12 10:31:06 +0200}, Date-Modified = {2007-07-12 10:37:20 +0200}, Doi = {http://doi.acm.org/10.1145/1081870.1081932}, Isbn = {1-59593-135-X}, Keywords = {bregman, co-clustering, overlapping, soft clustering, clustering}, Location = {Chicago, Illinois, USA}, Pages = {532--537}, Publisher = {ACM Press}, Title = {Model-based overlapping clustering}, Url = {http://www.cs.utexas.edu/users/ml/papers/moc-submitted-05.pdf}, Year = {2005}, Bdsk-Url-1 = {http://www.cs.utexas.edu/users/ml/papers/moc-submitted-05.pdf}, Bdsk-Url-2 = {http://doi.acm.org/10.1145/1081870.1081932}} @article{frawley92knowledge, Address = {Gte Labs Inc, Distributed Cooperating Learning Syst Project, Waltham, Ma, 02254 Gte Labs Inc, Knowledge Discovery Databases Project, Waltham, Ma, 02254}, Author = {W. J. Frawley and G. Piatetsky-Shapiro and C. J. Matheus}, Date-Added = {2007-07-11 19:45:58 +0200}, Date-Modified = {2007-07-11 19:48:37 +0200}, Journal = {AI Magazine}, Pages = {57--70}, Title = {Knowledge discovery in databases - an overview}, Url = {http://citeseer.ist.psu.edu/frawley92knowledge.html}, Volume = {13}, Year = {1992}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/frawley92knowledge.html}} @book{bishop06, Author = {Christopher M. Bishop}, Date-Added = {2007-07-11 11:37:57 +0200}, Date-Modified = {2007-09-11 10:54:45 +0200}, Keywords = {machine learning, svm, neural networks}, Publisher = {Springer}, Title = {Pattern Recognition and Machine Learning}, Url = {http://research.microsoft.com/~cmbishop/PRML/}, Year = {2006}, Bdsk-Url-1 = {http://research.microsoft.com/~cmbishop/PRML/}} @misc{ucikdd99, Address = {Irvine, CA}, Author = {Hettich, S. and Bay, S. D.}, Date-Added = {2007-07-08 23:20:57 +0200}, Date-Modified = {2007-11-18 13:36:37 +0100}, Institution = {University of California, Department of Information and Computer Science.}, Keywords = {data mining, dataset}, Note = {[\url{http://kdd.ics.uci.edu}]}, Title = {{The UCI KDD Archive}}, Url = {http://kdd.ics.uci.edu}, Year = {1999}, Bdsk-Url-1 = {http://kdd.ics.uci.edu}} @inproceedings{ribeirosvc2002, Author = {B. Ribeiro}, Booktitle = {Proceedings of the 9th International Conference on Neural Information Processing, 2002. ICONIP '02.}, Date-Added = {2007-06-30 19:56:17 +0200}, Date-Modified = {2007-08-10 14:17:43 +0200}, Keywords = {clustering, SVM}, Month = {November}, Pages = {2516--2521}, Title = {On data based learning using support vector clustering}, Url = {http://ieeexplore.ieee.org/iel5/8534/27060/01201948.pdf?tp=&isnumber=&arnumber=1201948}, Volume = {5}, Year = {2002}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/iel5/8534/27060/01201948.pdf?tp=&isnumber=&arnumber=1201948}} @article{bregmancocluster06, Author = {A. Banerjee and I. S. Dhillon and J. Ghosh and S. Merugu and D. S. Modha}, Date-Added = {2007-06-30 00:44:44 +0200}, Date-Modified = {2007-11-11 15:35:16 +0100}, Editor = {John Lafferty}, Journal = {Journal of Machine Learning Research}, Keywords = {clustering, co-clustering, bregman, sparse data, missing values}, Month = {August}, Pages = {1919-1986}, Title = {A generalized {Maximum Entropy} approach to {Bregman} co-clustering and matrix approximation}, Url = {http://www.ideal.ece.utexas.edu/papers/techreports/banerjee06coclust.pdf}, Volume = {8}, Year = {2007}, Bdsk-Url-1 = {http://www.ideal.ece.utexas.edu/papers/techreports/banerjee06coclust.pdf}} @techreport{movieratingpredictionbregman, Author = {Tuyen Huynh and Duy Vu}, Date-Added = {2007-06-30 00:03:11 +0200}, Date-Modified = {2007-11-14 12:56:24 +0100}, Institution = {University of Texas at Austin, Department of Computer Sciences}, Keywords = {bregman, co-clustering, missing values prediction}, Title = {{Using Co-clustering for Predicting Movie Rating in Netflix}}, Url = {http://www.cs.utexas.edu/~hntuyen/projects/dm/report.ps}, Year = {2007}, Bdsk-Url-1 = {http://www.cs.utexas.edu/~hntuyen/projects/dm/report.ps}} @unpublished{softbregmancoclustering06, Author = {Rohit Gupta and Varun Chandola}, Date-Added = {2007-06-29 23:54:49 +0200}, Date-Modified = {2007-11-14 12:56:06 +0100}, Keywords = {co-clustering, bregman, soft clustering, clustering,}, Month = {March}, Note = {(CS8980) Machine Learning Project Mid-term Progress Report}, Title = {{Algorithms for Obtaining Overlapping Co-clusters}}, Url = {http://www-users.cs.umn.edu/~chandola/docs/ml-midtermreport.pdf}, Year = {2006}, Bdsk-Url-1 = {http://www-users.cs.umn.edu/~chandola/docs/ml-midtermreport.pdf}} @inproceedings{yang03enhanced, Author = {J. Yang and H. Wang and W. Wang and P. Yu}, Booktitle = {Proceedings of the 3rd IEEE Conference on Bioinformatics and Bioengineering (BIBE)}, Date-Added = {2007-06-29 08:47:43 +0200}, Date-Modified = {2007-08-10 14:18:00 +0200}, Keywords = {clustering, co-clustering, bioinformatics, biclustering}, Pages = {321--327}, Title = {Enhanced biclustering on expression data}, Url = {http://citeseer.ist.psu.edu/yang03enhanced.html}, Year = {2003}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/yang03enhanced.html}} @unpublished{bregmansoundlocalization07, Author = {Austin Waters and Aparajit Raghavan}, Date-Added = {2007-06-29 00:35:53 +0200}, Date-Modified = {2007-11-14 12:55:00 +0100}, Keywords = {bregman, co-clustering, clustering, missing values prediction, sound localization}, Month = {May}, Note = {Final Report on Inter-aural intensity difference imputation with co-clustering}, Title = {{Missing Value Estimation with Bregman Co-clustering for Sound Localization}}, Url = {http://www.cs.utexas.edu/~austin/cs395t-dm/}, Year = {2007}, Bdsk-Url-1 = {http://www.cs.utexas.edu/~austin/cs395t-dm/}} @inproceedings{filteringbregman05, Address = {Washington, DC, USA}, Author = {Thomas George and Srujana Merugu}, Booktitle = {ICDM '05: Proceedings of the Fifth IEEE International Conference on Data Mining}, Date-Added = {2007-06-29 00:26:44 +0200}, Date-Modified = {2007-11-14 12:55:09 +0100}, Doi = {http://dx.doi.org/10.1109/ICDM.2005.14}, Isbn = {0-7695-2278-5}, Keywords = {bregman, co-clustering, collaborative filter, clustering, missing values prediction}, Pages = {625--628}, Publisher = {IEEE Computer Society}, Title = {{A Scalable Collaborative Filtering Framework Based on Co-Clustering}}, Url = {http://hercules.ece.utexas.edu/~srujana/papers/icdm05.pdf}, Year = {2005}, Bdsk-Url-1 = {http://hercules.ece.utexas.edu/~srujana/papers/icdm05.pdf}, Bdsk-Url-2 = {http://dx.doi.org/10.1109/ICDM.2005.14}} @phdthesis{mushrooms87, Address = {Irvine}, Author = {Jeffrey Curtis Schlimmer}, Date-Added = {2007-06-28 10:28:54 +0200}, Date-Modified = {2007-06-28 10:31:16 +0200}, Keywords = {machine learning}, Order_No = {AAI8724747}, School = {Department of Information and Computer Science, University of California}, Title = {Concept acquisition through representational adjustment}, Url = {http://portal.acm.org/citation.cfm?coll=GUIDE&dl=GUIDE&id=913421}, Year = {1987}, Bdsk-Url-1 = {http://portal.acm.org/citation.cfm?coll=GUIDE&dl=GUIDE&id=913421}} @article{fisher36iris, Author = {Ronald Aylmer Fisher}, Date-Added = {2007-06-27 10:17:13 +0200}, Date-Modified = {2007-06-27 10:21:16 +0200}, Journal = {Annals of Eugenics}, Keywords = {discriminant analysis, taxonomy}, Pages = {179--188}, Title = {The Use of Multiple Measurements in Taxonomic Problems}, Url = {http://digital.library.adelaide.edu.au/dspace/handle/2440/15227}, Volume = {7}, Year = {1936}, Bdsk-Url-1 = {http://digital.library.adelaide.edu.au/dspace/handle/2440/15227}} @article{bregman67, Author = {Lev M. Bregman}, Date-Added = {2007-06-24 09:15:52 +0200}, Date-Modified = {2007-11-07 22:33:04 +0100}, Journal = {USSR Computational Mathematics and Mathematical Physics}, Keywords = {bregman}, Pages = {200--217}, Title = {The relaxation method of finding the common points of convex sets and its application to the solution of problems in convex programming.}, Volume = {7}, Year = {1967}} @conference{svcensembles2005, Address = {Montreal, Quebec, CANADA}, Author = {Wilfredo J. Puma-Villanueva and George B. Bezerra and Clodoaldo A. M. Lima and Fernando J. Von Zuben}, Booktitle = {Internation Joint Conference on Neural Networks}, Date-Added = {2007-06-24 08:37:46 +0200}, Date-Modified = {2007-06-24 08:41:38 +0200}, Keywords = {SVM, clustering}, Pages = {13--15}, Title = {Improving Support Vector Clustering with Ensembles}, Url = {http://openmap.bbn.com/~thussain/NeuralIntegration/Puma_Villanueva_etal.pdf}, Year = {2005}, Bdsk-Url-1 = {http://openmap.bbn.com/~thussain/NeuralIntegration/Puma_Villanueva_etal.pdf}} @inproceedings{bregmanmebapprox06, Address = {New York, NY, USA}, Author = {Frank Nielsen and Richard Nock}, Booktitle = {SCG '06: Proceedings of the twenty-second annual symposium on Computational geometry}, Date-Added = {2007-06-23 12:29:14 +0200}, Date-Modified = {2007-11-14 12:55:59 +0100}, Doi = {http://doi.acm.org/10.1145/1137856.1137931}, Isbn = {1-59593-340-9}, Keywords = {bregman, MEB}, Location = {Sedona, Arizona, USA}, Pages = {485--486}, Publisher = {ACM Press}, Title = {{On approximating the smallest enclosing Bregman Balls}}, Url = {http://www.sonycsl.co.jp/person/nielsen/BregmanBall/mm12-nielsen.pdf}, Year = {2006}, Bdsk-Url-1 = {http://www.sonycsl.co.jp/person/nielsen/BregmanBall/mm12-nielsen.pdf}, Bdsk-Url-2 = {http://doi.acm.org/10.1145/1137856.1137931}} @conference{bregmanmeb05, Author = {Richard Nock and Frank Nielsen}, Booktitle = {16th European Conference on Machine Learning}, Date-Added = {2007-06-23 11:00:19 +0200}, Date-Modified = {2007-11-14 12:55:32 +0100}, Keywords = {bregman, MEB}, Number = {3720}, Pages = {649--656}, Publisher = {Springer-Verlag}, Series = {Lectures Notes on Computer Science Series}, Title = {{Fitting the smallest enclosing Bregman balls}}, Url = {http://www.sonycsl.co.jp/person/nielsen/BregmanBall/nn-ecml-05.pdf}, Year = {2005}, Bdsk-Url-1 = {http://www.sonycsl.co.jp/person/nielsen/BregmanBall/nn-ecml-05.pdf}} @inproceedings{multicvm07, Author = {S. Asharaf and M. Narasimha Murty and S. K. Shevade}, Booktitle = {Proceedings of the 24th Annual International Conference on Machine Learning}, Date-Added = {2007-06-22 21:40:41 +0200}, Date-Modified = {2007-08-10 14:18:16 +0200}, Keywords = {SVM, CVM, MEB, SVDD}, Month = {June}, Title = {Multiclass Core Vector Machine}, Url = {http://www.machinelearning.org/proceedings/icml2007/papers/29.pdf}, Year = {2007}, Bdsk-Url-1 = {http://www.machinelearning.org/proceedings/icml2007/papers/29.pdf}} @article{gencvm06, Author = {Ivor W. Tsang and James T. Kwok and Jacek M. Zurada}, Date-Added = {2007-06-22 17:13:21 +0200}, Date-Modified = {2007-06-23 08:23:11 +0200}, Journal = {IEEE Transactions on Neural Networks}, Keywords = {SVM, CVM, MEB, SVDD}, Month = {September}, Number = {5}, Pages = {1126--1140}, Title = {Generalized Core Vector Machines}, Url = {http://www.cs.ust.hk/~jamesk/papers/tnn06b.pdf}, Volume = {17}, Year = {2006}, Bdsk-Url-1 = {http://www.cs.ust.hk/~jamesk/papers/tnn06b.pdf}} @inproceedings{kermethodsclustering06, Address = {Vietri sul Mare, Italy}, Author = {Francesco Camastra}, Booktitle = {Proceedings of 16th Workshop of Italian Neural Network Society (WIRN05)}, Date-Added = {2007-06-19 22:06:10 +0200}, Date-Modified = {2007-08-10 14:18:27 +0200}, Keywords = {svm, clustering, kernel machines}, Month = {June}, Publisher = {Springer-Verlag}, Series = {Lectures Notes on Computer Science Series}, Title = {Kernel Methods for Clustering}, Url = {ftp://ftp.disi.unige.it/person/CamastraF/wirn05.pdf}, Year = {2005}, Bdsk-Url-1 = {ftp://ftp.disi.unige.it/person/CamastraF/wirn05.pdf}} @article{novelkernelclustering05, Author = {Francesco Camastra and Alessandro Verri}, Date-Added = {2007-06-19 21:54:11 +0200}, Date-Modified = {2007-06-19 22:00:20 +0200}, Journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence}, Keywords = {svm, kernel machines, clustering, expectation-maximization}, Month = {May}, Number = {5}, Pages = {801--805}, Title = {A novel kernel method for clustering}, Url = {http://dsa.uniparthenope.it/dsa/Portals/8/Personale/francesco.camastra/wirn04.pdf}, Volume = {27}, Year = {2005}, Bdsk-Url-1 = {http://dsa.uniparthenope.it/dsa/Portals/8/Personale/francesco.camastra/wirn04.pdf}} @inproceedings{coclusteringblockvalue05, Address = {New York, NY, USA}, Author = {Bo Long and Zhongfei (Mark) Zhang and Philip S. Yu}, Booktitle = {Proceeding of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining}, Date-Added = {2007-06-19 19:33:37 +0200}, Date-Modified = {2007-08-11 08:40:28 +0200}, Doi = {http://doi.acm.org/10.1145/1081870.1081949}, Isbn = {1-59593-135-X}, Keywords = {co-clustering}, Location = {Chicago, Illinois, USA}, Pages = {635--640}, Publisher = {ACM Press}, Title = {Co-clustering by Block Value Decomposition}, Url = {http://www.fortune.binghamton.edu/publications/kdd05finalv2.pdf}, Year = {2005}, Bdsk-Url-1 = {http://www.fortune.binghamton.edu/publications/kdd05finalv2.pdf}, Bdsk-Url-2 = {http://doi.acm.org/10.1145/1081870.1081949}} @inproceedings{bregmanclusteringbrief, Author = {A. Banerjee and S. Merugu and I. S. Dhillon and J. Ghosh}, Booktitle = {Proceedings of the Fourth SIAM International Conference on Data Mining}, Date-Added = {2007-06-19 19:25:46 +0200}, Date-Modified = {2007-11-14 12:55:45 +0100}, Keywords = {bregman, clustering}, Month = {April}, Pages = {234--245}, Title = {{Clustering with Bregman Divergences}}, Url = {http://www.cs.utexas.edu/users/inderjit/public_papers/sdm-breg.pdf}, Year = {2004}, Bdsk-Url-1 = {http://www.cs.utexas.edu/users/inderjit/public_papers/sdm-breg.pdf}} @inproceedings{minspherecovering, Address = {Washington, DC, USA}, Author = {Jigang Wang and Predrag Neskovic and Leon N. Cooper}, Booktitle = {ICPR '06: Proceedings of the 18th International Conference on Pattern Recognition}, Date-Added = {2007-06-19 19:18:45 +0200}, Date-Modified = {2007-06-23 23:00:33 +0200}, Keywords = {SVM, MEB, SVDD}, Pages = {433--436}, Publisher = {IEEE Computer Society}, Title = {A Minimum Sphere Covering Approach to Pattern Classification}, Url = {http://doi.ieeecomputersociety.org/10.1109/ICPR.2006.102}, Year = {2006}, Bdsk-Url-1 = {http://doi.ieeecomputersociety.org/10.1109/ICPR.2006.102}} @techreport{missingdataperceptron04, Address = {SE-90187 Ume\aa, Sweden}, Author = {Lena Kallin Westin}, Date-Added = {2007-06-19 19:14:30 +0200}, Date-Modified = {2007-08-10 14:21:08 +0200}, Institution = {Department of Computing, Ume\aa University}, Keywords = {perceptron, preprocessing, missing values}, Title = {Missing data and the preprocessing perceptron}, Url = {http://www.cs.umu.se:80/research/reports/2004/002/part1.pdf}, Year = {2004}, Bdsk-Url-1 = {http://www.cs.umu.se:80/research/reports/2004/002/part1.pdf}} @conference{ball-cvm07, Address = {Corvallis, Oregon, USA}, Author = {Ivor W. Tsang and Andras Kocsor and James T. Kwok}, Booktitle = {Twenty-Fourth International Conference on Machine Learning (ICML)}, Date-Added = {2007-06-19 19:09:01 +0200}, Date-Modified = {2007-06-23 08:23:16 +0200}, Keywords = {SVM, CVM, MEB, SVDD}, Month = {June}, Title = {Simpler core vector machines with enclosing balls}, Url = {http://www.machinelearning.org/proceedings/icml2007/papers/285.pdf}, Year = {2007}, Bdsk-Url-1 = {http://www.machinelearning.org/proceedings/icml2007/papers/285.pdf}} @phdthesis{mininfoprinciple05, Author = {Amir Globerson}, Date-Added = {2007-06-19 19:02:46 +0200}, Date-Modified = {2007-06-19 19:05:00 +0200}, Keywords = {minimum information, maximum entropy, information theory}, Month = {September}, School = {Hebrew University}, Title = {The Minimum Information Principle in Learning and Neural Data Analysis}, Url = {http://www.cs.huji.ac.il/labs/learning/Theses/Amir-Globerson-PhD-2005.pdf}, Year = {2005}, Bdsk-Url-1 = {http://www.cs.huji.ac.il/labs/learning/Theses/Amir-Globerson-PhD-2005.pdf}} @article{svddimagery2006, Author = {Amit Banerjee}, Date-Added = {2007-06-19 15:05:58 +0200}, Date-Modified = {2007-06-23 08:24:50 +0200}, Journal = {IEEE Transactions on Geoscience and Remote Sensing}, Keywords = {one-class, SVM, SVDD, domain description, anomaly detection, novelty detection}, Month = {August}, Number = {44}, Pages = {2282--2291}, Title = {A support vector method for anomaly detection in hyperspectral imagery}, Url = {http://www.cpdiehl.org/ieee-tgrs06.pdf}, Volume = {8}, Year = {2006}, Bdsk-Url-1 = {http://www.cpdiehl.org/ieee-tgrs06.pdf}} @techreport{automaticlearning98, Address = {via De Marini, 6 - 16149 Genova, Italy}, Author = {Marco Muselli}, Date-Added = {2007-06-19 11:36:26 +0200}, Date-Modified = {2007-06-19 11:39:06 +0200}, Institution = {Istituto per i Circuiti Elettronici - Consiglio Nazionale delle Ricerche (CNR)}, Keywords = {machine learning, perceptron, MLP, SVM}, Month = {May}, Title = {Apprendimento Automatico: dal Perceptron alle Support Vector Machines}, Type = {Internal report}, Url = {http://www.ieiit.cnr.it/~muselli/appunti/rn.pdf}, Year = {1998}, Bdsk-Url-1 = {http://www.ieiit.cnr.it/~muselli/appunti/rn.pdf}} @article{svdd99, Address = {New York, NY, USA}, Author = {David M. 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Saketha Nath and S. K. Shevade}, Date-Added = {2007-06-16 14:33:24 +0200}, Date-Modified = {2007-06-23 22:59:49 +0200}, Doi = {http://dx.doi.org/10.1016/j.patcog.2006.03.012}, Issn = {0031-3203}, Journal = {Pattern Recognition}, Keywords = {SVM, clustering}, Number = {8}, Pages = {1473--1480}, Publisher = {Elsevier Science Inc.}, Title = {An efficient clustering scheme using support vector methods}, Url = {http://www.sciencedirect.com/science/article/B6V14-4JVSWH9-1/2/89f108d5283e240777f02388dd93f1e2}, Volume = {39}, Year = {2006}, Bdsk-Url-1 = {http://www.sciencedirect.com/science/article/B6V14-4JVSWH9-1/2/89f108d5283e240777f02388dd93f1e2}, Bdsk-Url-2 = {http://dx.doi.org/10.1016/j.patcog.2006.03.012}} @article{lssvmcrossvalidation07, Address = {New York, NY, USA}, Author = {Senjian An and Wanquan Liu and Svetha Venkatesh}, Date-Added = {2007-06-14 11:05:17 +0200}, Date-Modified = {2007-06-23 22:59:29 +0200}, Doi = {http://dx.doi.org/10.1016/j.patcog.2006.12.015}, Issn = {0031-3203}, Journal = {Pattern Recogn.}, Keywords = {ls-svm, SVM, cross-validation}, Number = {8}, Pages = {2154--2162}, Publisher = {Elsevier Science Inc.}, Title = {Fast cross-validation algorithms for least squares support vector machine and kernel ridge regression}, Url = {http://www.sciencedirect.com/science?_ob=ArticleURL&_udi=B6V14-4MRN9NH-6&_user=10&_coverDate=08%2F31%2F2007&_rdoc=1&_fmt=&_orig=search&_sort=d&view=c&_acct=C000050221&_version=1&_urlVersion=0&_userid=10&md5=fc33853da5cca074abf5a5acc36ba824}, Volume = {40}, Year = {2007}, Bdsk-Url-1 = {http://www.sciencedirect.com/science?_ob=ArticleURL&_udi=B6V14-4MRN9NH-6&_user=10&_coverDate=08/31/2007&_rdoc=1&_fmt=&_orig=search&_sort=d&view=c&_acct=C000050221&_version=1&_urlVersion=0&_userid=10&md5=fc33853da5cca074abf5a5acc36ba824}, Bdsk-Url-2 = {http://dx.doi.org/10.1016/j.patcog.2006.12.015}} @inproceedings{svregnet2005, Author = {Andrea Caponnetto and Lorenzo Rosasco and Francesca Odone and Alessandro Verri}, Booktitle = {Proceedings of 13th European Symposium on Artificial Neural Network}, Date-Added = {2007-06-14 11:00:25 +0200}, Date-Modified = {2007-06-23 23:01:02 +0200}, Keywords = {SVM, regularization networks}, Title = {Support Vectors Algorithms as Regularization Networks}, Url = {https://www.disi.unige.it/person/CaponnettoA/pub_files/nssvm_esann05(CP2).pdf}, Year = {2005}, Bdsk-Url-1 = {https://www.disi.unige.it/person/CaponnettoA/pub_files/nssvm_esann05(CP2).pdf}} @techreport{smoplatt98, Author = {John C. Platt}, Date-Added = {2007-06-14 10:50:26 +0200}, Date-Modified = {2007-06-19 13:05:08 +0200}, Institution = {Microsoft Research}, Keywords = {SMO, SVM}, Month = {April}, Title = {Sequential Minimal Optimization: A Fast Algorithm for Training Support Vector Machines}, Url = {http://research.microsoft.com/~jplatt/smoTR.pdf}, Year = {1998}, Bdsk-Url-1 = {http://research.microsoft.com/~jplatt/smoTR.pdf}} @inproceedings{bregmanprediction, Author = {A. Banerjee and X. Guo and H. Wang}, Booktitle = {Proceedings of the International Symposium on Information Theory (ISIT'04)}, Date-Added = {2007-06-14 10:38:33 +0200}, Date-Modified = {2007-11-14 12:55:39 +0100}, Keywords = {bregman, missing values, prediction}, Month = {June}, Pages = {169}, Title = {{Optimal Bregman Prediction and Jensen's Equality}}, Url = {http://www.lans.ece.utexas.edu/~abanerjee/papers/04/isit04.pdf}, Year = {2004}, Bdsk-Url-1 = {http://www.lans.ece.utexas.edu/~abanerjee/papers/04/isit04.pdf}} @incollection{joachims98making, Author = {Thorsten Joachims}, Booktitle = {Advances in Kernel Methods: Support Vector Machines}, Date-Added = {2007-06-13 17:39:20 +0200}, Date-Modified = {2007-06-19 11:33:35 +0200}, Editor = {Bernhard Sch{\"o}lkopf and Christopher Burges and Alexander Smola}, Keywords = {svm, optimization, shrinking, heuristics}, Publisher = {MIT Press, Cambridge, MA}, Title = {Making large-scale support vector machine learning practical}, Url = {http://citeseer.ist.psu.edu/joachims98making.html}, Year = {1998}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/joachims98making.html}} @inproceedings{sparsedatasvm04, Address = {Via Amendola 122/D-I - 70126 Bari, Italy}, Author = {Nicola Ancona and Rosalia Maglietta and Ettore Stella}, Booktitle = {Signal and Image Processing}, Date-Added = {2007-05-30 16:20:40 +0200}, Date-Modified = {2007-06-19 15:00:27 +0200}, Keywords = {svm, sparse data}, Organization = {Istituto di Studi sui Sistemi Intelligenti per l'Automazione - C.N.R.}, Title = {On Sparsity of Data Representation in Support Vector Machines}, Url = {http://www.issia.cnr.it/htdocs%20nuovo/prodotti/articoli/maglietta/sip.pdf}, Volume = {444}, Year = {2004}, Bdsk-Url-1 = {http://www.issia.cnr.it/htdocs%20nuovo/prodotti/articoli/maglietta/sip.pdf}} @techreport{lagrangesvm00, Address = {Madison, Wisconsin}, Author = {O. L. Mangasarian and David R. Musicant}, Date-Added = {2007-05-26 17:01:04 +0200}, Date-Modified = {2007-06-19 14:25:18 +0200}, Institution = {Data Mining Institute, Computer Sciences Department, University of Wisconsin}, Keywords = {svm, classification, lagrangian}, Month = {June}, Number = {00-06}, Title = {Lagrangian Support Vector Machine Classification}, Url = {ftp://ftp.cs.wisc.edu/pub/dmi/tech-reports/00-06.ps}, Year = 2000, Bdsk-Url-1 = {ftp://ftp.cs.wisc.edu/pub/dmi/tech-reports/00-06.ps}} @phdthesis{camastraphd04, Author = {Francesco Camastra}, Date-Added = {2007-05-26 16:48:56 +0200}, Date-Modified = {2007-06-19 14:59:52 +0200}, Keywords = {clustering, unsupervised learning, svm, kernel machines}, School = {Universit{\`a} degli Studi di Genova, Dipartimento di Informatica e Scienze dell'Informazione}, Title = {Kernel Methods for Unsupervised Learning}, Url = {https://www.disi.unige.it/dottorato/THESES/2004-01-CamastraF.pdf}, Year = {2004}, Bdsk-Url-1 = {https://www.disi.unige.it/dottorato/THESES/2004-01-CamastraF.pdf}} @article{cvm05, Author = {Ivor W. Tsang and James T. Kwok and Pak-Ming Cheung}, Date-Added = {2007-05-26 12:49:30 +0200}, Date-Modified = {2007-06-23 08:23:02 +0200}, Journal = {Journal of Machine Learning Research}, Keywords = {SVM, CVM, MEB, SVDD}, Pages = {363--392}, Title = {Core vector machines: Fast SVM training on very large data sets}, Url = {http://www.cs.ust.hk/%7Eivor/publication/tsang05a.pdf}, Volume = {6}, Year = {2005}, Bdsk-Url-1 = {http://www.cs.ust.hk/~ivor/publication/tsang05a.pdf}} @techreport{sparsedata03dhillontr, Author = {I. S. Dhillon and Yuqiang Guan}, Date-Added = {2007-05-23 10:40:46 +0200}, Date-Modified = {2007-06-19 14:55:14 +0200}, Institution = {The University of Texas at Austin, Department of Computer Sciences}, Keywords = {clustering, co-clustering, sparse data, missing values}, Month = {September}, Title = {Information Theoretic Clustering of Sparse Co-Occurrence Data}, Type = {Technical Report TR-03-39}, Url = {http://www.cs.utexas.edu/ftp/pub/techreports/tr03-39.ps.gz}, Year = {2003}, Bdsk-Url-1 = {http://www.cs.utexas.edu/ftp/pub/techreports/tr03-39.ps.gz}} @inproceedings{sparsedata03dhillon, Author = {I.S. Dhillon and Y. Guan}, Booktitle = {Proceedings of The Third IEEE International Conference on Data Mining}, Date-Added = {2007-05-23 10:38:02 +0200}, Date-Modified = {2007-06-19 14:57:59 +0200}, Keywords = {clustering, co-clustering, sparse data, missing values}, Month = {November}, Pages = {517--520}, Title = {Information Theoretic Clustering of Sparse Co-Occurrence Data}, Url = {http://www.cs.utexas.edu/users/inderjit/public_papers/itc_ieee.pdf}, Year = {2003}, Bdsk-Url-1 = {http://www.cs.utexas.edu/users/inderjit/public_papers/itc_ieee.pdf}} @misc{ucimldb98, Author = {A. Asuncion and D.J. Newman}, Date-Added = {2007-05-20 09:49:22 +0200}, Date-Modified = {2007-11-19 11:39:15 +0100}, Institution = {University of California, Irvine, School of Information and Computer Sciences}, Keywords = {machine learning, database, dataset, classification, clustering}, Note = {[\url{http://www.ics.uci.edu/~mlearn/MLRepository.html}]}, Title = {{UCI} Machine Learning Repository}, Url = {http://www.ics.uci.edu/~mlearn/MLRepository.html}, Year = {2007}, Bdsk-Url-1 = {http://www.ics.uci.edu/~mlearn/MLRepository.html}} @article{smo4lssvm03, Author = {S.S. Keerthi and S.K. Shevade}, Date-Added = {2007-05-19 19:11:38 +0200}, Date-Modified = {2007-06-19 14:48:12 +0200}, Journal = {Neural Computation}, Keywords = {svm, ls-svm}, Month = {February}, Pages = {487--507}, Title = {SMO algorithm for Least Squares SVM formulations}, Url = {http://ieeexplore.ieee.org/iel5/8672/27485/01223730.pdf}, Volume = {15}, Year = {2003}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/iel5/8672/27485/01223730.pdf}} @phdthesis{taxsvdd05, Author = {David Martinus Johannes Tax}, Date-Added = {2007-05-19 14:29:53 +0200}, Date-Modified = {2007-08-10 14:16:46 +0200}, Keywords = {SVM, domain description, SVDD, novelty detection, one-class}, School = {Technische Universiteit Delft}, Title = {One-class classification: concept learning in the absence of counter-examples}, Url = {http://www.ist.tudelft.nl/live/binaries/468f0bec-405d-4918-aae0-cada843d27f7/doc/thesis_dtax.pdf}, Year = {2001}, Bdsk-Url-1 = {http://www.ist.tudelft.nl/live/binaries/468f0bec-405d-4918-aae0-cada843d27f7/doc/thesis_dtax.pdf}} @techreport{kernwidthsvc2005, Author = {Sei-Hyung Lee and Karen M. Daniels}, Date-Added = {2007-05-18 10:44:22 +0200}, Date-Modified = {2007-06-20 08:28:06 +0200}, Institution = {Department of Computer Science, University of Massachussets Lowell}, Keywords = {svm, clustering, kernel machines}, Title = {Gaussian Kernel Width Selection and Fast Cluster Labeling for Support Vector Clustering}, Url = {http://www.cs.uml.edu/~kdaniels/papers/SeiTechReport2005.pdf}, Year = {2005}, Bdsk-Url-1 = {http://www.cs.uml.edu/~kdaniels/papers/SeiTechReport2005.pdf}} @article{newsvalgo2000, Author = {B. Sch\"olkopf and A. Smola and R. C. Williamson and P. L. Bartlett}, Date-Added = {2007-05-15 16:52:29 +0200}, Date-Modified = {2007-06-19 13:11:26 +0200}, Journal = {Neural Computation}, Keywords = {svm}, Pages = {1083--1121}, Title = {New support vector algorithms}, Url = {http://citeseer.ist.psu.edu/sch00new.html}, Volume = {12}, Year = {2000}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/sch00new.html}} @conference{roba2005, Author = {Alan B. Tchagang and Ahmed H. 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Church}, Booktitle = {Intelligent Systems for Molecular Biology}, Date-Added = {2007-05-09 22:25:18 +0200}, Date-Modified = {2007-06-29 08:47:17 +0200}, Keywords = {clustering, co-clustering, bioinformatics, biclustering}, Pages = {93--103}, Publisher = {AAAI Press}, Title = {Biclustering of Expression Data}, Url = {http://citeseer.ist.psu.edu/cheng00biclustering.html}, Year = {2000}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/cheng00biclustering.html}} @inproceedings{icic05, Author = {Jigang Wang and Predrag Neskovic and Leon N. 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Uthurusamy}, Keywords = {svm}, Publisher = {AAAI Press}, Title = {Extracting support data for a given task}, Url = {http://citeseer.ist.psu.edu/sch95extracting.html}, Year = {1995}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/sch95extracting.html}} @inproceedings{es1999, Address = {Bruges (Belgium)}, Author = {David M. J. Tax and Robert P. W. Duin}, Booktitle = {European Symposium on Artificial Neural Network}, Date-Added = {2007-05-07 12:55:54 +0200}, Date-Modified = {2007-06-23 08:24:18 +0200}, Keywords = {SVM, domain description, SVDD, novelty detection, one-class}, Month = {April}, Pages = {251--256}, Title = {Data Domain Description using Support Vectors}, Url = {http://www.dice.ucl.ac.be/Proceedings/esann/esannpdf/es1999-458.pdf}, Year = {1999}, Bdsk-Url-1 = {http://www.dice.ucl.ac.be/Proceedings/esann/esannpdf/es1999-458.pdf}} @techreport{sch99estimating, Address = {Redmond, WA}, Author = {B. Sch\"olkopf and J. Platt and J. Shawe-Taylor and A. Smola and R. Williamson}, Date-Added = {2007-05-07 12:48:36 +0200}, Date-Modified = {2007-06-19 13:05:29 +0200}, Institution = {Microsoft Research}, Keywords = {svm, SMO, one-class}, Number = {99--87}, Title = {Estimating the support of a high-dimensional distribution}, Url = {http://citeseer.ist.psu.edu/251593.html}, Year = {1999}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/251593.html}} @inproceedings{spatiallychunksvc2004, Author = {Tao Ban and Shigeo Abe}, Booktitle = {Neural Networks, 2004. Proceedings. 2004 IEEE International Joint Conference on}, Date-Added = {2007-05-07 00:24:59 +0200}, Date-Modified = {2007-06-19 15:01:19 +0200}, Keywords = {SVM, clustering}, Title = {Spatially chunking support vector clustering algorithm}, Url = {http://ieeexplore.ieee.org/iel5/9486/30096/01379941.pdf}, Volume = {1}, Year = {2004}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/iel5/9486/30096/01379941.pdf}} @misc{lssvmlab, Author = {J.A.K. Suykens and T. Van Gestel and J. De Brabanter and B. De Moor and J. Vandewalle}, Date-Added = {2007-04-29 17:06:56 +0200}, Date-Modified = {2007-06-20 11:57:26 +0200}, Keywords = {SVM, software, supervised learning, unsupervised learning}, Title = {LS-SVMlab}, Url = {http://www.esat.kuleuven.ac.be/sista/lssvmlab/}, Year = {2006}, Bdsk-Url-1 = {http://www.esat.kuleuven.ac.be/sista/lssvmlab/}} @inproceedings{cone2006, Author = {Sei-Hyung Lee and Karen M. Daniels}, Booktitle = {Proceedings of 6th SIAM Conference on Data Mining}, Date-Added = {2007-04-29 16:58:13 +0200}, Date-Modified = {2007-06-19 18:52:22 +0200}, Keywords = {SVM, clustering}, Month = {May}, Pages = {484--488}, Title = {Cone Cluster Labeling for Support Vector Clustering}, Url = {http://www.siam.org/meetings/sdm06/proceedings/046lees.pdf}, Year = {2006}, Bdsk-Url-1 = {http://www.siam.org/meetings/sdm06/proceedings/046lees.pdf}} @misc{weka3, Author = {The University of WAIKATO}, Date-Added = {2007-04-29 16:47:41 +0200}, Date-Modified = {2007-05-05 16:38:34 +0200}, Keywords = {machine learning, SMO, SVM}, Title = {Weka Machine Learning Project}, Url = {http://www.cs.waikato.ac.nz/ml/weka/}, Year = {2006}, Bdsk-Url-1 = {http://www.cs.waikato.ac.nz/ml/weka/}} @inproceedings{scholkopf2000, Author = {B. Sch\"olkopf and R.C. Williamson and A.J. Smola and J. Shawe-Taylor and J. Platt}, Booktitle = {Advances in Neural Information Processing Systems 12: Proceedings of the 1999 Conference}, Date-Added = {2007-04-29 16:39:57 +0200}, Date-Modified = {2007-08-10 14:18:50 +0200}, Keywords = {SVM, clustering, SMO, one-class, novelty detection}, Title = {Support Vector Method for Novelty Detection}, Url = {http://axiom.anu.edu.au/~williams/papers/P126.pdf}, Year = {2000}, Bdsk-Url-1 = {http://axiom.anu.edu.au/~williams/papers/P126.pdf}} @misc{smvlight, Author = {Thorsten Joachims}, Date-Added = {2007-04-29 15:48:53 +0200}, Date-Modified = {2007-05-05 16:38:12 +0200}, Keywords = {svm, software}, Title = {SVMlight - Support Vector Machine}, Url = {http://svmlight.joachims.org/}, Year = {2004}, Bdsk-Url-1 = {http://svmlight.joachims.org/}} @misc{libsvm, Author = {Chih-Chung Chang and Chih-Jen Lin}, Date-Added = {2007-04-29 15:47:28 +0200}, Date-Modified = {2007-11-04 17:28:20 +0100}, Keywords = {svm, software}, Note = {Manual available at \url{http://www.csie.ntu.edu.tw/~cjlin/papers/libsvm.pdf}}, Title = {LIBSVM: A Library for Support Vector Machines}, Url = {http://www.csie.ntu.edu.tw/~cjlin/libsvm/}, Year = {2007}, Bdsk-Url-1 = {http://www.csie.ntu.edu.tw/~cjlin/libsvm/}} @misc{svm.org, Author = {Ovidiu Ivanciuc}, Date-Added = {2007-04-29 15:24:17 +0200}, Date-Modified = {2007-05-05 16:38:38 +0200}, Keywords = {svm, software, book, review}, Title = {SVM - Support Vector Machines}, Url = {http://www.support-vector-machines.org/}, Year = {2005}, Bdsk-Url-1 = {http://www.support-vector-machines.org/}} @misc{coclus-software, Author = {Hyuk Cho and Yuqiang Guan and Suvrit Sra}, Date-Added = {2007-04-29 15:15:55 +0200}, Date-Modified = {2007-06-25 17:10:33 +0200}, Howpublished = {Bregman co-clustering software}, Keywords = {co-clustering, relative entropy, euclidean distance, software}, Title = {Co-cluster (v 1.1)}, Url = {http://www.cs.utexas.edu/users/dml/Software/cocluster.html}, Year = {2004}, Bdsk-Url-1 = {http://www.cs.utexas.edu/users/dml/Software/cocluster.html}} @inproceedings{svcbrain2005, Address = {Palm Springs, California, USA}, Author = {D. Wang and L. Shi and Daniel S. Yeung and Pheng-Ann Heng and Tien-Tsin Wong and Eric C. C. Tsang}, Booktitle = {Proceedings of the 8th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2005)}, Date-Added = {2007-04-29 11:17:39 +0200}, Date-Modified = {2007-06-19 18:48:17 +0200}, Keywords = {svm, clustering}, Month = {July}, Pages = {572--579}, Title = {Support Vector Clustering for Brain Activation Detection}, Url = {http://appsrv.cse.cuhk.edu.hk/~vrcentre/pub/download/miccai_lshi.pdf}, Year = {2005}, Bdsk-Url-1 = {http://appsrv.cse.cuhk.edu.hk/~vrcentre/pub/download/miccai_lshi.pdf}} @inproceedings{svcgraph2002, Author = {Jianhua Yang and Vladimir Estivill-Castro and Stephan K. Chalup}, Booktitle = {Proceedings of the 9th International Conference on Neural Information Processing, 2002. ICONIP '02.}, Date-Added = {2007-04-29 11:13:37 +0200}, Date-Modified = {2007-06-20 11:59:15 +0200}, Keywords = {clustering, SVM, graphs}, Month = {November}, Pages = {898--903}, Title = {Support vector clustering through proximity graph modelling}, Url = {http://ieeexplore.ieee.org/iel5/8534/26965/01198191.pdf}, Volume = {2}, Year = {2002}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/iel5/8534/26965/01198191.pdf}} @book{lssvm, Address = {Singapore}, Author = {J. A. K. Suykens and T. Van Gestel and J. De Brabanter and B. De Moor, J. Vandewalle}, Date-Added = {2007-04-28 18:32:30 +0200}, Date-Modified = {2007-05-19 19:14:24 +0200}, Keywords = {svm, ls-svm}, Publisher = {World Scientific Pub. Co.}, Title = {Least Squares Support Vector Machines}, Url = {http://www.worldscibooks.com/compsci/5089.html}, Year = {2002}, Bdsk-Url-1 = {http://www.worldscibooks.com/compsci/5089.html}} @article{svcimproved, Address = {Washington, DC, USA}, Author = {Jaewook Lee and Daewon Lee}, Date-Added = {2007-04-28 18:28:29 +0200}, Date-Modified = {2007-06-19 15:19:40 +0200}, Doi = {http://dx.doi.org/10.1109/TPAMI.2005.47}, Issn = {0162-8828}, Journal = {IEEE Trans. Pattern Anal. Mach. Intell.}, Keywords = {clustering, SVM}, Note = {Member-Jaewook Lee}, Number = {3}, Pages = {461--464}, Publisher = {IEEE Computer Society}, Title = {An Improved Cluster Labeling Method for Support Vector Clustering}, Url = {http://doi.ieeecomputersociety.org/10.1109/TPAMI.2005.47}, Volume = {27}, Year = {2005}, Bdsk-Url-1 = {http://doi.ieeecomputersociety.org/10.1109/TPAMI.2005.47}, Bdsk-Url-2 = {http://dx.doi.org/10.1109/TPAMI.2005.47}} @book{basilimoschitti2005, Author = {Roberto Basili and Alessandro Moschitti}, Date-Added = {2007-04-27 22:39:05 +0200}, Date-Modified = {2007-05-19 17:53:59 +0200}, Keywords = {text mining, classification, SVM, machine learning}, Publisher = {Aracne Editrice}, Title = {Automatic Text Categorization: From Information Retrieval to Support Vector Learning}, Url = {http://www.365bookmark.it/scheda_libro.lasso?codice_prodotto=20051111175219547919}, Year = {2005}, Bdsk-Url-1 = {http://www.365bookmark.it/scheda_libro.lasso?codice_prodotto=20051111175219547919}} @inproceedings{svch, Address = {Denver, Colorado}, Author = {A. Ben-Hur and D. Horn and H.T. Siegelmann and V. Vapnik}, Booktitle = {Fourteenth Annual Conference on Neural Information Processing Systems}, Date-Added = {2007-04-27 22:27:50 +0200}, Date-Modified = {2007-06-19 14:42:20 +0200}, Keywords = {clustering, SVM, hierarchical}, Month = {November}, Title = {A Support Vector Method for Hierarchical Clustering}, Url = {http://citeseer.ist.psu.edu/304566.html}, Year = {2000}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/304566.html}} @book{vapnik1995, Author = {Vladimir N. Vapnik}, Date-Added = {2007-04-27 21:44:36 +0200}, Date-Modified = {2007-06-19 22:23:38 +0200}, Keywords = {machine learning, SVM}, Publisher = {Springer}, Title = {The Nature of Statistical Learning Theory}, Url = {http://portal.acm.org/citation.cfm?id=211359}, Year = {1995}, Bdsk-Url-1 = {http://portal.acm.org/citation.cfm?id=211359}} @inproceedings{svmcapacityclustering, Author = {D. Anguita and S. Ridella and F. Rivieccio and R. Zunino}, Booktitle = {Neural Networks, 2004. Proceedings. 2004 IEEE International Joint Conference on}, Date-Added = {2007-04-21 22:23:15 +0200}, Date-Modified = {2007-06-19 15:17:00 +0200}, Keywords = {clustering, SVM}, Pages = {2023--2028}, Title = {Unsupervised clustering and the capacity of support vector machines}, Url = {http://ieeexplore.ieee.org/Xplore/login.jsp?url=/iel5/9486/30107/01380926.pdf}, Volume = {3}, Year = {2004}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/Xplore/login.jsp?url=/iel5/9486/30107/01380926.pdf}} @article{10.1109/ICPR.2000.906177, Address = {Los Alamitos, CA, USA}, Author = {Asa Ben-Hur and Hava T. Siegelmann and David Horn and Vladimir Vapnik}, Date-Added = {2007-04-21 22:20:45 +0200}, Date-Modified = {2007-06-19 13:09:59 +0200}, Doi = {http://doi.ieeecomputersociety.org/10.1109/ICPR.2000.906177}, Isbn = {0-7695-0750-6}, Journal = {International Conference on Pattern Recognition}, Keywords = {clustering, SVM}, Pages = {2724}, Publisher = {IEEE Computer Society}, Title = {A Support Vector Clustering Method}, Url = {http://ieeexplore.ieee.org/iel5/7237/19583/00906177.pdf}, Volume = {02}, Year = {2000}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/iel5/7237/19583/00906177.pdf}, Bdsk-Url-2 = {http://doi.ieeecomputersociety.org/10.1109/ICPR.2000.906177}} @inproceedings{benhur00support, Author = {Asa Ben-Hur and David Horn and Hava T. Siegelmann and Vladimir Vapnik}, Booktitle = {Neural Information Processing Systems}, Date-Added = {2007-04-21 22:18:17 +0200}, Date-Modified = {2007-06-19 13:08:22 +0200}, Keywords = {clustering, SVM}, Pages = {367-373}, Title = {A Support Vector Method for Clustering}, Url = {http://ieeexplore.ieee.org/iel5/7237/19583/00906177.pdf}, Year = {2000}, Bdsk-Url-1 = {http://ieeexplore.ieee.org/iel5/7237/19583/00906177.pdf}} @inproceedings{banerjee04generalizedkdd, Author = {A. Banerjee and I. Dhillon and J. Ghosh and S. Merugu and D. Modha}, Booktitle = {Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining(KDD)}, Date-Added = {2007-04-16 10:48:17 +0200}, Date-Modified = {2007-07-15 11:15:39 +0200}, Keywords = {clustering, co-clustering, bregman, sparse data, missing values}, Month = {August}, Pages = {509--514}, Title = {A generalized {Maximum Entropy} approach to {Bregman} co-clustering and matrix approximation}, Url = {http://citeseer.ist.psu.edu/banerjee04generalized.html}, Year = {2004}, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/banerjee04generalized.html}} @inproceedings{cho04minimum, Author = {H. Cho and I. Dhillon and Y. Guan and S. 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Vapnik}, Date-Modified = {2007-06-19 14:44:40 +0200}, Journal = {Journal of Machine Learning Research}, Keywords = {clustering, SVM, gaussian kernel}, Pages = {125-137}, Title = {Support Vector Clustering}, Url = {http://citeseer.ist.psu.edu/hur01support.html}, Volume = 2, Year = 2001, Bdsk-Url-1 = {http://citeseer.ist.psu.edu/hur01support.html}} @techreport{berkhin02survey, Address = {San Jose, CA}, Author = {Pavel Berkhin}, Date-Modified = {2007-06-19 14:45:23 +0200}, Institution = {Accrue Software}, Keywords = {clustering, co-clustering}, Title = {Survey Of Clustering Data Mining Techniques}, Url = {http://www.ee.ucr.edu/~barth/EE242/clustering_survey.pdf}, Year = {2002}, Bdsk-Url-1 = {http://www.ee.ucr.edu/~barth/EE242/clustering_survey.pdf}} @inproceedings{dhillon01coclustering, Author = {Inderjit S. Dhillon}, Booktitle = {Knowledge Discovery and Data Mining}, Date-Modified = {2007-06-19 14:43:17 +0200}, Keywords = {co-clustering, graphs, text mining}, Pages = {269-274}, Title = {Co-clustering documents and words using bipartite spectral graph partitioning}, Url = {http://www.cs.utexas.edu/users/inderjit/public_papers/kdd_bipartite.pdf}, Year = {2001}, Bdsk-Url-1 = {http://www.cs.utexas.edu/users/inderjit/public_papers/kdd_bipartite.pdf}} @inproceedings{dhillon:mallela:modha:03, Author = {I. S. Dhillon and S. Mallela and D. S. Modha}, Booktitle = {Proceedings of The Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining ({KDD}-2003)}, Date-Modified = {2007-07-14 15:32:35 +0200}, Keywords = {clustering, co-clustering, relative entropy}, Pages = {89--98}, Title = {Information-Theoretic Co-Clustering}, Url = {http://www.cs.utexas.edu/users/inderjit/public_papers/kdd_cocluster.pdf}, Year = {2003}, Bdsk-Url-1 = {http://www.cs.utexas.edu/users/inderjit/public_papers/kdd_cocluster.pdf}} @techreport{banerjee04generalized, Address = {UT, Austin}, Author = {A. Banerjee and I. S. Dhillon and J. Ghosh and S. Merugu and D. Modha}, Date-Modified = {2007-07-15 11:15:53 +0200}, Institution = {UTCS TR04-24}, Keywords = {bregman, clustering, co-clustering, sparse data, missing values}, Rating = {4}, Title = {A generalized {Maximum Entropy} approach to {Bregman} co-clustering and matrix approximation}, Url = {http://www.cs.utexas.edu/ftp/pub/techreports/tr04-24.ps.gz}, Year = {2004}, Bdsk-Url-1 = {http://www.cs.utexas.edu/ftp/pub/techreports/tr04-24.ps.gz}} @article{clusterbregman2005, Address = {Cambridge, MA, USA}, Author = {Arindam Banerjee and Srujana Merugu and Inderjit S. Dhillon and Joydeep Ghosh}, Date-Modified = {2007-11-14 12:55:53 +0100}, Issn = {1533 - 7928}, Journal = {Journal of Machine Learning Research}, Keywords = {bregman, clustering}, Month = {October}, Pages = {1705 -- 1749}, Publisher = {MIT Press}, Title = {{Clustering with Bregman Divergences}}, Url = {http://www.cs.utexas.edu/users/inderjit/public_papers/bregmanclustering_jmlr.pdf}, Volume = {6}, Year = {2005}, Bdsk-Url-1 = {http://www.cs.utexas.edu/users/inderjit/public_papers/bregmanclustering_jmlr.pdf}} @article{dhillon03divisive, Author = {I. Dhillon and S. Mallela and R. Kumar}, Date-Modified = {2007-06-19 14:50:40 +0200}, Journal = {Journal of Machine Learning Research}, Keywords = {feature, clustering, classification}, Month = {March}, Pages = {1265--1287}, Title = {A divisive information-theoretic feature clustering algorithm for text cl