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I. W. Tsang, J. T. Kwok, and J. M. Zurada, "Generalized Core Vector Machines," IEEE Transactions on Neural Networks, vol. 17, iss. 5, pp. 1126-1140, 2006.
@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},
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F. Camastra and A. Verri, "A novel kernel method for clustering," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 27, iss. 5, pp. 801-805, 2005.
@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},
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Year = {2005},
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W. J. Frawley, G. Piatetsky-Shapiro, and C. J. Matheus, "Knowledge discovery in databases - an overview," AI Magazine, vol. 13, pp. 57-70, 1992.
@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},
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A. Banerjee, "A support vector method for anomaly detection in hyperspectral imagery," IEEE Transactions on Geoscience and Remote Sensing, vol. 8, iss. 44, pp. 2282-2291, 2006.
@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},
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D. M. J. Tax and R. P. W. Duin, "Support vector domain description," Pattern Recognition Letters, vol. 20, iss. 11-13, pp. 1191-1199, 1999.
@article{svdd99, Address = {New York, NY, USA},
Author = {David M. J. Tax and Robert P. W. Duin},
Date-Added = {2007-06-18 17:15:03 +0200},
Date-Modified = {2007-06-23 08:24:24 +0200},
Doi = {http://dx.doi.org/10.1016/S0167-8655(99)00087-2},
Issn = {0167-8655},
Journal = {Pattern Recognition Letters},
Keywords = {SVM, domain description, SVDD, novelty detection, one-class},
Number = {11-13},
Pages = {1191–1199},
Publisher = {Elsevier Science Inc.},
Title = {Support vector domain description},
Url = {http://ict.ewi.tudelft.nl/~davidt/papers/Phys. Rev. Lett._99_svdd.pdf},
Volume = {20},
Year = {1999},
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S. J. Nath and S. K. Shevade, "An efficient clustering scheme using support vector methods," Pattern Recognition, vol. 39, iss. 8, pp. 1473-1480, 2006.
@article{efficientsvc, Address = {New York, NY, USA},
Author = {J. 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},
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S. An, W. Liu, and S. Venkatesh, "Fast cross-validation algorithms for least squares support vector machine and kernel ridge regression," Pattern Recogn., vol. 40, iss. 8, pp. 2154-2162, 2007.
@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},
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I. W. Tsang, J. T. Kwok, and P. Cheung, "Core vector machines: Fast SVM training on very large data sets," Journal of Machine Learning Research, vol. 6, pp. 363-392, 2005.
@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},
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S. S. Keerthi and S. K. Shevade, "SMO algorithm for Least Squares SVM formulations," Neural Computation, vol. 15, pp. 487-507, 2003.
@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},
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B. Schölkopf, A. Smola, R. C. Williamson, and P. L. Bartlett, "New support vector algorithms," Neural Computation, vol. 12, pp. 1083-1121, 2000.
@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},
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J. Lee and D. Lee, "An Improved Cluster Labeling Method for Support Vector Clustering," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, iss. 3, pp. 461-464, 2005.
@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},
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-
A. Ben-Hur, H. T. Siegelmann, D. Horn, and V. Vapnik, "A Support Vector Clustering Method," International Conference on Pattern Recognition, vol. 02, p. 2724, 2000.
@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},
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-
J. A. Hartigan, "Direct clustering of a data matrix," Journal of the American Statistical Association, vol. 67, iss. 337, pp. 123-129, 1972.
@article{hartigan72,
author = {J. A. Hartigan},
Date-Added = {2007-04-12 09:08:12 +0200},
Date-Modified = {2007-06-19 11:30:41 +0200},
Journal = {Journal of the American Statistical Association},
Keywords = {clustering, co-clustering},
Number = {337},
Pages = {123–129},
Title = {Direct clustering of a data matrix},
Url = {http://links.jstor.org/sici?sici=0162-1459(197203)67%3A337%3C123%3ADCOADM%3E2.0.CO%3B2-U},
Volume = {67},
Year = {1972},
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A. Ben-Hur, D. Horn, H. T. Siegelmann, and V. Vapnik, "Support Vector Clustering," Journal of Machine Learning Research, vol. 2, pp. 125-137, 2001.
@article{svc,
author = {A. Ben-Hur and D. Horn and H. T. Siegelmann and V. 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},
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A. Banerjee, S. Merugu, I. S. Dhillon, and J. Ghosh, "Clustering with Bregman Divergences," Journal of Machine Learning Research, vol. 6, pp. 1705-1749, 2005.
@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},
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-
I. Dhillon, S. Mallela, and R. Kumar, "A divisive information-theoretic feature clustering algorithm for text classification," Journal of Machine Learning Research, vol. 3, pp. 1265-1287, 2003.
@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 classification},
Url = {http://www.cs.utexas.edu/users/inderjit/public_papers/jmlrdist.pdf},
Volume = {3},
Year = {2003},
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A. Banerjee, I. S. Dhillon, J. Ghosh, S. Merugu, and D. S. Modha, "A generalized Maximum Entropy approach to Bregman co-clustering and matrix approximation," Journal of Machine Learning Research, vol. 8, pp. 1919-1986, 2007.
@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},
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-
L. M. Bregman, "The relaxation method of finding the common points of convex sets and its application to the solution of problems in convex programming.," USSR Computational Mathematics and Mathematical Physics, vol. 7, pp. 200-217, 1967.
@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}
}
-
S. Günter and H. Bunke, "Validation Indices for Graph Clustering," Pattern Recognition Letters, vol. 24, iss. 8, pp. 1107-1113, 2003.
@article{763461, Address = {New York, NY, USA},
Author = {Simon G”{u}nter and Horst Bunke},
Date-Added = {2007-07-21 13:21:40 +0200},
Date-Modified = {2007-07-21 14:16:58 +0200},
Doi = {http://dx.doi.org/10.1016/S0167-8655(02)00257-X},
Issn = {0167-8655},
Journal = {Pattern Recognition Letters},
Keywords = {validation, clustering, graphs, index},
Number = {8},
Pages = {1107–1113},
Publisher = {Elsevier Science Inc.},
Title = {Validation Indices for Graph Clustering},
Url = {http://www.iam.unibe.ch/~sguenter/papers/clusterval.ps.gz},
Volume = {24},
Year = {2003},
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-
R. A. Fisher, "The Use of Multiple Measurements in Taxonomic Problems," Annals of Eugenics, vol. 7, pp. 179-188, 1936.
@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},
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author = {D. L. Davies and D. W. Bouldin},
Date-Added = {2007-07-20 13:25:30 +0200},
Date-Modified = {2007-07-20 13:27:47 +0200},
Journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
Keywords = {validation, index},
Number = {2},
Pages = {224–227},
Title = {A cluster separation measure},
Volume = {1},
Year = {1979}
}
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author = {J. C. Dunn},
Date-Added = {2007-07-20 13:22:13 +0200},
Date-Modified = {2007-07-20 13:25:24 +0200},
Journal = {J. Cybernet},
Keywords = {validation, index},
Pages = {95–104},
Title = {Well separated clusters and optimal fuzzy partitions},
Volume = {4},
Year = {1974}
}
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author = {L. Goodman and W. Kruskal},
Date-Added = {2007-07-20 13:17:47 +0200},
Date-Modified = {2007-07-21 14:19:55 +0200},
Journal = {Journal of the American Statistical Association},
Keywords = {validation, index},
Pages = {732},
Title = {Measures of associations for cross-validations},
Volume = {64},
Year = {1954}
}
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author = {L. J. Hubert and J. V. Schultz},
Date-Added = {2007-07-20 13:11:22 +0200},
Date-Modified = {2007-07-21 14:20:04 +0200},
Journal = {British Journal of Mathematical and Statistical Psychology},
Keywords = {validation, index},
Pages = {190–241},
Title = {Quadratic assignment as a general data analysis strategy},
Volume = {29},
Year = {1976}
}
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@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},
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@article{cohen60,
author = {Jacob Cohen},
Date-Added = {2007-07-17 23:38:15 +0200},
Date-Modified = {2007-07-17 23:40:11 +0200},
Journal = {Educational and Psychological Measurement},
Keywords = {kappa, agreement},
Pages = {37–46},
Title = {A coefficient of agreement for nominal scales},
Url = {http://www.garfield.library.upenn.edu/classics1986/A1986AXF2600001.pdf},
Volume = {20},
Year = {1960},
Bdsk-Url-1 = {http://www.garfield.library.upenn.edu/classics1986/A1986AXF2600001.pdf}
}
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author = {J. Hartigan and M. Wong},
Date-Added = {2007-07-16 19:37:16 +0200},
Date-Modified = {2007-07-16 19:37:48 +0200},
Description = {WSD},
Journal = {Applied Statistics},
Keywords = {clustering, k-means},
Pages = {100-108},
Title = {Algorithm AS136: A {K-means} clustering algorithm},
Volume = {28},
Year = {1979}
}
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author = {George Karypis and Eui-Hong (Sam) Han and Vipin Kumar {NEWS}},
Date-Added = {2007-07-14 18:46:06 +0200},
Date-Modified = {2007-07-15 11:17:14 +0200},
Journal = {Computer},
Keywords = {hierarchical, clustering, arbitrary shapes},
Number = {8},
Pages = {68–75},
Title = {{CHAMELEON}: Hierarchical Clustering Using Dynamic Modeling},
Url = {http://citeseer.ist.psu.edu/karypis99chameleon.html},
Volume = {32},
Year = {1999},
Bdsk-Url-1 = {http://citeseer.ist.psu.edu/karypis99chameleon.html}
}
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@article{599277, Address = {Hingham, MA, USA},
Author = {M. Lavielle and E. Moulines},
Date-Added = {2007-07-28 16:28:46 +0200},
Date-Modified = {2007-08-10 17:20:26 +0200},
Doi = {http://dx.doi.org/10.1023/A:1018594320699},
Issn = {0960-3174},
Journal = {Statistics and Computing},
Keywords = {clustering, expectation-maximization, simulated annealing},
Number = {4},
Pages = {229–236},
Publisher = {Kluwer Academic Publishers},
Title = {A simulated annealing version of the {EM} algorithm for non-Gaussian deconvolution},
Url = {http://citeseer.ist.psu.edu/lavielle97simulated.html},
Volume = {7},
Year = {1997},
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@article{304187, Address = {New York, NY, USA},
Author = {Mihael Ankerst and Markus M. Breunig and Hans-Peter Kriegel and J”{o}rg Sander},
Date-Added = {2007-07-24 19:17:08 +0200},
Date-Modified = {2007-07-24 19:18:03 +0200},
Doi = {http://doi.acm.org/10.1145/304181.304187},
Issn = {0163-5808},
Journal = {ACM SIGMOD Record},
Keywords = {clustering, density},
Number = {2},
Pages = {49–60},
Publisher = {ACM Press},
Title = {{OPTICS}: ordering points to identify the clustering structure},
Url = {http://www.cs.ualberta.ca/~joerg/papers/OPTICS-final.pdf},
Volume = {28},
Year = {1999},
Bdsk-Url-1 = {http://www.cs.ualberta.ca/~joerg/papers/OPTICS-final.pdf},
Bdsk-Url-2 = {http://doi.acm.org/10.1145/304181.304187}
}
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Author = {Thomas Martinetz and Klaus Schulten},
Date-Added = {2007-07-24 19:07:34 +0200},
Date-Modified = {2007-07-24 19:07:53 +0200},
Doi = {http://dx.doi.org/10.1016/0893-6080(94)90109-0},
Issn = {0893-6080},
Journal = {Neural Netw.},
Keywords = {neural networks},
Number = {3},
Pages = {507–522},
Publisher = {Elsevier Science Ltd.},
Title = {Topology representing networks},
Url = {http://portal.acm.org/citation.cfm?id=187741&dl=ACM&coll=portal },
Volume = {7},
Year = {1994},
Bdsk-Url-1 = {http://portal.acm.org/citation.cfm?id=187741&dl=ACM&coll=portal },
Bdsk-Url-2 = {http://dx.doi.org/10.1016/0893-6080(94)90109-0}
}
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Date-Added = {2007-07-24 12:54:03 +0200},
Date-Modified = {2007-08-09 18:59:10 +0200},
Journal = {Journal of the Royal Statistical Society, Series B},
Keywords = {statistics, clustering},
Number = {1},
Pages = {1–38},
Title = {{Maximum} {Likelihood} from Incomplete Data via the {EM} Algorithm},
Url = {http://links.jstor.org/sici?sici=0035-9246%281977%2939%3A1%3C1%3AMLFIDV%3E2.0.CO%3B2-Z},
Volume = {39},
Year = {1977},
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@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}
}
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@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},
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-
A. K. Jain, M. N. Murty, and P. J. Flynn, "Data clustering: a review," ACM Computing Surveys, vol. 31, iss. 3, pp. 264-323, 1999.
@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},
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-
L. Parsons, E. Haque, and H. Liu, "Subspace Clustering for High Dimensional Data: A Review," SIGKDD Explorations, Newsletter of the ACM Special Interest Group on Knowledge Discovery and Data Mining, vol. 6, iss. 1, p. 90, 2004.
@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},
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}
-
L. A. Zadeh, "Fuzzy sets," Information and Control, vol. 8, pp. 338-353, 1965.
@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}
}
-
M. Girolami, "Mercer kernel-based clustering in feature space," IEEE Transactions on Neural Networks, vol. 13, iss. 3, pp. 780-784, 2002.
@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},
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-
J. Chiang and P. Hao, "A new kernel-based fuzzy clustering approach: support vector clustering with cell growing," IEEE Transactions on Fuzzy Systems, vol. 11, iss. 4, pp. 518-527, 2003.
@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},
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}
-
P. Hao, J. Chiang, and Y. Tu, "Hierarchically SVM classification based on support vector clustering method and its application to document categorization," Expert Syst. Appl., vol. 33, iss. 3, pp. 627-635, 2007.
@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},
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Bdsk-Url-2 = {http://dx.doi.org/10.1016/j.eswa.2006.06.009}
}
-
J. Huang, G. Tzeng, and C. Ong, "Marketing segmentation using support vector clustering," Expert Systems with Applications, vol. 32, iss. 2, pp. 313-317, 2007.
@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},
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@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},
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@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}
}
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@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}
}
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@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}
}
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@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},
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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},
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A. B. A. Graf, A. J. Smola, and S. Borer, "Classification in a normalized feature space using support vector machines," IEEE Transactions on Neural Networks, vol. 14, iss. 3, pp. 597-605, 2003.
@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},
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D. M. J. Tax and R. P. W. Duin, "Support Vector Data Description," Machine learning, vol. 54, iss. 1, pp. 45-66, 2004.
@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}
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@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}
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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}
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@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}
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@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},
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}
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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}
}
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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}
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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}
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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},
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Year = {2005},
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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},
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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},
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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},
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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},
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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},
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Year = {2003},
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Bdsk-Url-2 = {http://dx.doi.org/10.1023/A:1024016609528}
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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},
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Journal = {IEEE Transactions on Communications},
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Pages = {84–95},
Title = {An algorithm for vector quantizer design},
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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},
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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},
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Date-Added = {2008-01-11 00:25:50 +0100},
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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}
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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},
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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}
}