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@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}
}
D. M. J. Tax, DDtools, the Data Description Toolbox for Matlab, 2007.
@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}
}
C. D. Manning, P. Raghavan, and H. Schütze, Introduction to Information RetrievalCambridge, MA, USA: Cambridge University Press, 2007.
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Keywords = {kernel machines, clustering, SVM},
Month = {June},
Title = {A private e-mail conversation about the {Kernel Grower} clustering algorithm},
Year = {2007},
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author = {Francesco Turroni},
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Keywords = {SVM, parallel},
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Date-Added = {2007-09-08 13:53:03 +0200},
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Date-Added = {2007-09-08 12:39:03 +0200},
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Journal = {IEEE Transactions on Fuzzy Systems},
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Doi = {http://dx.doi.org/10.1016/j.eswa.2006.06.009},
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author = {Jih-Jeng Huang and Gwo-Hshiung Tzeng and Chorng-Shyong Ong},
Bibsource = {DBLP, http://dblp.uni-trier.de},
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Date-Modified = {2007-09-08 12:14:39 +0200},
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Author = {Ciro Donalek},
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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},
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Location = {Chicago, Illinois, USA},
Pages = {629--634},
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author = {Shawkat Ali and Kate A. Smith-Miles},
Date-Added = {2007-08-30 16:09:42 +0200},
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Journal = {Neurocomputing},
Keywords = {SVM, kernel machines, kernel selection},
Pages = {173--186},
Title = {A meta-learning approach to automatic kernel selection for {Support Vector Machines}},
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author = {Hsuan-Tien Lin},
Date-Added = {2007-08-29 16:18:29 +0200},
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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},
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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},
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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}},
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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},
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author = {I. S. Dhillon and Y. Guan and B. Kulis},
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author = {Dhillon, I. S. and Fan, J. and Guan, Y.},
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Title = {Efficient Clustering of Very Large Document Collections},
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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)},
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Keywords = {clustering, arbitrary shapes},
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author = {Lekadir, K. and Merrifield, R. and Yang, G.Z.},
Date-Added = {2007-08-10 14:12:31 +0200},
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Journal = {IEEE Transaction On Medical Imaging},
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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},
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Keywords = {clustering, missing values, astronomy},
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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. Daniels},
Date-Added = {2007-07-30 18:33:45 +0200},
Date-Modified = {2007-07-30 18:36:12 +0200},
Institution = {University of Massachussets Lowell, Department of Computer Science},
Keywords = {clustering, SVM, gaussian kernel, generator},
Title = {Gaussian Kernel Width Exploration in Support Vector Clustering},
Url = {http://teaching.cs.uml.edu/~heines/techrpts/details.jsp?Year=2004&SeqNo=009},
Year = {2004},
Bdsk-Url-1 = {http://teaching.cs.uml.edu/~heines/techrpts/details.jsp?Year=2004&SeqNo=009}} @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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Bdsk-Url-2 = {http://dx.doi.org/10.1023/A:1018594320699}} @techreport{coclusfw07, Address = {Austin, Texas 78712},
Author = {Meghana Deodhar and Joydeep Ghosh},
Date-Added = {2007-07-24 22:18:23 +0200},
Date-Modified = {2007-07-24 22:21:52 +0200},
Institution = {Intelligent Data Exploration \& Analysis Laboratory, Department of Electrical and Computer Engineering, The University of Texas at Austin},
Keywords = {clustering, co-clustering, framework},
Month = {March},
Title = {A Framework for Simultaneous Co-clustering and Learning from Complex Data},
Url = {http://www.ideal.ece.utexas.edu/papers/techreports/deodhar07Coclust.pdf},
Year = {2007},
Bdsk-Url-1 = {http://www.ideal.ece.utexas.edu/papers/techreports/deodhar07Coclust.pdf}} @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}} @inproceedings{ester96densitybased, Address = {Portland, Oregon},
Author = {Martin Ester and Hans-Peter Kriegel and Jorg Sander and Xiaowei Xu},
Booktitle = {Second International Conference on Knowledge Discovery and Data Mining},
Date-Added = {2007-07-24 19:15:36 +0200},
Date-Modified = {2007-07-24 19:16:03 +0200},
Editor = {Evangelos Simoudis and Jiawei Han and Usama Fayyad},
Keywords = {clustering, density},
Pages = {226--231},
Publisher = {{AAAI} Press},
Title = {A Density-Based Algorithm for Discovering Clusters in Large Spatial Databases with Noise},
Url = {http://citeseer.ist.psu.edu/chu02incremental.html},
Year = {1996},
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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},
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Author = {T. M. Martinetz and K. J. Schulten},
Booktitle = {Artificial Neural Networks},
Date-Added = {2007-07-24 19:01:14 +0200},
Date-Modified = {2007-07-24 19:07:17 +0200},
Editor = {T. Kohonen and K. M\"{a}kisara and O. Simula and J. Kangas},
Keywords = {neural networks},
Pages = {397--402},
Title = {A neural-gas network learns topologies},
Year = {1991}} @book{kohonen,
author = {T. Kohonen},
Date-Added = {2007-07-24 18:55:32 +0200},
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Publisher = {Springer},
Title = {Self-Organizing Maps},
Year = {1995}} @article{em77,
author = {A. P. Dempster and N. M. Laird and D. B. Rubin},
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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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Journal = {Pattern Recognition Letters},
Keywords = {validation, clustering, graphs, index},
Number = {8},
Pages = {1107--1113},
Publisher = {Elsevier Science Inc.},
Title = {Validation Indices for Graph Clustering},
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Year = {2003},
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author = {D. L. Davies and D. W. Bouldin},
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author = {J. C. Dunn},
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Pages = {95--104},
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Volume = {4},
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author = {L. Goodman and W. Kruskal},
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Title = {Measures of associations for cross-validations},
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author = {L. J. Hubert and J. V. Schultz},
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Journal = {British Journal of Mathematical and Statistical Psychology},
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Author = {Nadia Bolshakova and Francisco Azuaje},
Date-Added = {2007-07-19 19:33:35 +0200},
Date-Modified = {2007-07-24 12:19:15 +0200},
Institution = {Department of Computer Science, University of Dublin, Trinity College},
Keywords = {clustering, estimation, validation, evaluation},
Month = {February},
Title = {Estimating the number of clusters in {DNA} microarray data},
Url = {https://www.cs.tcd.ie/publications/tech-reports/reports.05/TCD-CS-2005-24.pdf},
Year = {2005},
Bdsk-Url-1 = {https://www.cs.tcd.ie/publications/tech-reports/reports.05/TCD-CS-2005-24.pdf}} @inproceedings{693799, Address = {London, UK},
Author = {Osmar R. 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},
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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. Gokcay and J. Principe},
Booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing},
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Date-Modified = {2007-07-31 13:41:57 +0200},
Keywords = {clustering, evaluation, information theory, Renyiapos},
Pages = {3490--3493},
Title = {A new clustering evaluation function using {Renyi}'s information potential},
Url = {http://citeseer.ist.psu.edu/gokcay00new.html},
Volume = {6},
Year = {2000},
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author = {Jacob Cohen},
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Journal = {Educational and Psychological Measurement},
Keywords = {kappa, agreement},
Pages = {37--46},
Title = {A coefficient of agreement for nominal scales},
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author = {J. Hartigan and M. Wong},
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Description = {WSD},
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Pages = {100-108},
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Author = {John A. Hartigan},
Date-Added = {2007-07-16 19:30:09 +0200},
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Isbn = {047135645X},
Keywords = {clustering, k-means},
Publisher = {John Wiley \& Sons, Inc.},
Title = {Clustering Algorithms},
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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}} @inproceedings{guha98cure, Address = {Seattle, WA},
Author = {Sudipto Guha and Rajeev Rastogi and Kyuseok Shim},
Booktitle = {Proceedings of the ACM SIGKDD Conference},
Date-Added = {2007-07-14 18:41:01 +0200},
Date-Modified = {2007-07-14 18:43:24 +0200},
Keywords = {hierarchical, clustering, arbitrary shapes},
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Date-Added = {2007-07-14 11:36:24 +0200},
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Edition = {2nd},
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Keywords = {bregman, co-clustering, overlapping, clustering, soft clustering},
Month = {April 22},
Title = {{Model-based Overlapping Co-Clustering}},
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Author = {Arindam Banerjee and Chase Krumpelman and Joydeep Ghosh and Sugato Basu and Raymond J. Mooney},
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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},
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Author = {W. J. Frawley and G. Piatetsky-Shapiro and C. J. Matheus},
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author = {Christopher M. Bishop},
Date-Added = {2007-07-11 11:37:57 +0200},
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Keywords = {machine learning, svm, neural networks},
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Title = {Pattern Recognition and Machine Learning},
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Date-Added = {2007-07-08 23:20:57 +0200},
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Institution = {University of California, Department of Information and Computer Science.},
Keywords = {data mining, dataset},
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Date-Added = {2007-06-30 19:56:17 +0200},
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Keywords = {clustering, SVM},
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Title = {On data based learning using support vector clustering},
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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},
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Title = {A generalized {Maximum Entropy} approach to {Bregman} co-clustering and matrix approximation},
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author = {Tuyen Huynh and Duy Vu},
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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},
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author = {Rohit Gupta and Varun Chandola},
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Month = {March},
Note = {(CS8980) Machine Learning Project Mid-term Progress Report},
Title = {{Algorithms for Obtaining Overlapping Co-clusters}},
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author = {Austin Waters and Aparajit Raghavan},
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Title = {{Missing Value Estimation with Bregman Co-clustering for Sound Localization}},
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Title = {{On approximating the smallest enclosing Bregman Balls}},
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author = {Richard Nock and Frank Nielsen},
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Keywords = {bregman, MEB},
Number = {3720},
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Series = {Lectures Notes on Computer Science Series},
Title = {{Fitting the smallest enclosing Bregman balls}},
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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},
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Keywords = {SVM, CVM, MEB, SVDD},
Month = {June},
Title = {Multiclass Core Vector Machine},
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author = {Ivor W. Tsang and James T. Kwok and Jacek M. Zurada},
Date-Added = {2007-06-22 17:13:21 +0200},
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Journal = {IEEE Transactions on Neural Networks},
Keywords = {SVM, CVM, MEB, SVDD},
Month = {September},
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Title = {Generalized Core Vector Machines},
Url = {http://www.cs.ust.hk/~jamesk/papers/tnn06b.pdf},
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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},
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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},
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author = {Francesco Camastra and Alessandro Verri},
Date-Added = {2007-06-19 21:54:11 +0200},
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Journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
Keywords = {svm, kernel machines, clustering, expectation-maximization},
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Title = {A novel kernel method for clustering},
Url = {http://dsa.uniparthenope.it/dsa/Portals/8/Personale/francesco.camastra/wirn04.pdf},
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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},
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Doi = {http://doi.acm.org/10.1145/1081870.1081949},
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Keywords = {co-clustering},
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Title = {Co-clustering by Block Value Decomposition},
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author = {A. Banerjee and S. Merugu and I. S. Dhillon and J. Ghosh},
Booktitle = {Proceedings of the Fourth SIAM International Conference on Data Mining},
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Author = {Jigang Wang and Predrag Neskovic and Leon N. Cooper},
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Author = {Lena Kallin Westin},
Date-Added = {2007-06-19 19:14:30 +0200},
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Institution = {Department of Computing, Ume\aa University},
Keywords = {perceptron, preprocessing, missing values},
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Title = {Simpler core vector machines with enclosing balls},
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author = {Amir Globerson},
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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},
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author = {Nello Cristianini and John Shawe-Taylor},
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Month = {January},
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Title = {SynDECA: A Tool to Generate Synthetic Datasets for Evaluation of Clustering Algorithms},
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Journal = {Pattern Recognition},
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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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Doi = {http://dx.doi.org/10.1016/j.patcog.2006.12.015},
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Journal = {Pattern Recogn.},
Keywords = {ls-svm, SVM, cross-validation},
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Publisher = {Elsevier Science Inc.},
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Date-Added = {2007-06-13 17:39:20 +0200},
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Editor = {Bernhard Sch{\"o}lkopf and Christopher Burges and Alexander Smola},
Keywords = {svm, optimization, shrinking, heuristics},
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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},
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Institution = {Data Mining Institute, Computer Sciences Department, University of Wisconsin},
Keywords = {svm, classification, lagrangian},
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author = {Francesco Camastra},
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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},
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Date-Added = {2007-05-26 12:49:30 +0200},
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Keywords = {SVM, CVM, MEB, SVDD},
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Title = {Core vector machines: Fast SVM training on very large data sets},
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Date-Added = {2007-05-23 10:40:46 +0200},
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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},
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Booktitle = {Proceedings of The Third IEEE International Conference on Data Mining},
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Keywords = {clustering, co-clustering, sparse data, missing values},
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author = {A. Asuncion and D.J. Newman},
Date-Added = {2007-05-20 09:49:22 +0200},
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Institution = {University of California, Irvine, School of Information and Computer Sciences},
Keywords = {machine learning, database, dataset, classification, clustering},
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Title = {{UCI} Machine Learning Repository},
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Date-Added = {2007-05-19 19:11:38 +0200},
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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},
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author = {Sei-Hyung Lee and Karen M. Daniels},
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Institution = {Department of Computer Science, University of Massachussets Lowell},
Keywords = {svm, clustering, kernel machines},
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Booktitle = {Proceedings of 6th SIAM Conference on Data Mining},
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author = {The University of WAIKATO},
Date-Added = {2007-04-29 16:47:41 +0200},
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Title = {Weka Machine Learning Project},
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author = {B. Sch\"olkopf and R.C. Williamson and A.J. Smola and J. Shawe-Taylor and J. Platt},
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author = {Ovidiu Ivanciuc},
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Doi = {http://dx.doi.org/10.1109/TPAMI.2005.47},
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Keywords = {machine learning, SVM},
Publisher = {Springer},
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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. Sra},
Booktitle = {Proceedings of the Fourth SIAM International Conference on Data Mining},
Date-Added = {2007-04-12 11:30:35 +0200},
Date-Modified = {2007-06-19 15:14:55 +0200},
Keywords = {clustering, co-clustering, bioinformatics},
Month = {April},
Pages = {114--125},
Title = {Minimum sum squared residue co-clustering of gene expression data},
Url = {http://www.cs.utexas.edu/users/inderjit/public_papers/mssrcc_siam.pdf},
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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},
Bdsk-Url-1 = {http://links.jstor.org/sici?sici=0162-1459(197203)67:337%3C123:DCOADM%3E2.0.CO;2-U}} @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},
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 classification},
Url = {http://www.cs.utexas.edu/users/inderjit/public_papers/jmlrdist.pdf},
Volume = {3},
Year = {2003},
Bdsk-Url-1 = {http://www.cs.utexas.edu/users/inderjit/public_papers/jmlrdist.pdf}} @book{manning:schutze:2007,
author = {Christopher D. Manning and Prabhakar Raghavan and Hinrich Sch{\"{u}}tze},
Date-Modified = {2008-01-09 10:39:29 +0100},
Keywords = {data mining, text mining, information retrieval, clustering, classification, indexing},
Publisher = {Cambridge University Press},
Title = {Introduction to Information Retrieval},
Url = {http://www-csli.stanford.edu/~schuetze/information-retrieval-book.html},
Year = {2007},
Bdsk-Url-1 = {http://www-csli.stanford.edu/~schuetze/information-retrieval-book.html}} @comment{BibDesk Smart Groups{ conditions comparison 2 key Keywords value co-clustering version 1 comparison 2 key Keywords value bioinformatics version 1 conjunction 0 group name Bio co-clustering conditions comparison 2 key Keywords value bregman version 1 comparison 2 key Keywords value clustering version 1 conjunction 0 group name Bregman Clustering conditions comparison 2 key Keywords value feature version 1 comparison 2 key Keywords value clustering version 1 conjunction 0 group name Feature Clustering conditions comparison 2 key Keywords value svm version 1 comparison 2 key Keywords value clustering version 1 conjunction 0 group name SVC }
}