Thesis Neminis

Approfondire la teoria alla base delle (più) matrici approssimate che si ottengono dato un co-clustering di Bregman.

Riferimenti

• bibtex | link
  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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  Bdsk-Url-1 = {http://www.cs.utexas.edu/users/inderjit/public_papers/bregmanclustering_jmlr.pdf}
}

• bibtex | link
  A. Banerjee, I. Dhillon, J. Ghosh, S. Merugu, and D. Modha, "A generalized Maximum Entropy approach to Bregman co-clustering and matrix approximation," in Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining(KDD), 2004, pp. 509-514.
  @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},
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  Bdsk-Url-1 = {http://citeseer.ist.psu.edu/banerjee04generalized.html}
}

• bibtex | link
  A. Banerjee, I. S. Dhillon, J. Ghosh, S. Merugu, and D. Modha, "A generalized Maximum Entropy approach to Bregman co-clustering and matrix approximation," UTCS TR04-24, UT, Austin2004.
  @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},
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  Bdsk-Url-1 = {http://www.cs.utexas.edu/ftp/pub/techreports/tr04-24.ps.gz}
}

• bibtex | link
  H. Cho, I. Dhillon, Y. Guan, and S. Sra, "Minimum sum squared residue co-clustering of gene expression data," in Proceedings of the Fourth SIAM International Conference on Data Mining, 2004, pp. 114-125.
  @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},
  Year = {2004},
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  Bdsk-Url-1 = {http://www.cs.utexas.edu/users/inderjit/public_papers/mssrcc_siam.pdf}
}

• bibtex | link
  I. S. Dhillon, S. Mallela, and D. S. Modha, "Information-Theoretic Co-Clustering," in Proceedings of The Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2003), 2003, pp. 89-98.
  @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},
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}