| Overview
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| The Data Mining Group was created in September 1999 by Professor Lyle Ungar with the goal of bringing together academics, professionals and students of diverse backgrounds interested in various applications of a rapidly growing discipline of Data Mining.
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| Group Mailing List data-mining-group@lists.seas.upenn.edu
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Subscribe to Data Mining Group
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| Next Meeting
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| Date: February 1, Friday
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| Time: 3:30 pm
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| Location: 512 Levine Hall
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| Reading: S. Balakrishnan, D. Madigan, Algorithms for Sparse Linear Classifiers in the Massive Data Setting, JLMR 2007
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| Readings
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| Forthcoming Reading Assignments
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| Sooner or Later...
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| KoyutÜrk et al., 2006, Pairwise Alignment of Protein Interaction Networks, J. of Computational Biology
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| Gondek, D., Hofmann, T., 2005, Non-Redundant Clustering with Conditional Ensembles, SIGKDD 2005
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You ADD More...
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| Previous Reading Assignments
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| Sep 15 2006 Ulrike von Luxburg: A Tutorial on Spectral Clustering
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| Sep 29 2006 Tishby et al., 1999, The Information Bottleneck Method, Allerton Conference 1999
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| Oct 13 2006 Andrew Y. Ng, 2004, Feature selection, L1 vs. L2 regularization, and rotational invariance, ICML 2004
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| Nov 3 2006 Zha et al., 2001, Spectral Relaxation for K-means Clustering, NIPS 2001
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| Nov 3 2006 Ding et al., 2004, K-means Clustering via Principal Component Analysis, ICML 2004
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| Nov 17 2006 Daniel D. Lee and H. Sebastian Seung, Learning the parts of objects by non-negative matrix factorization, Nature, 401(6755):788-791, 1999 October.
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| Nov 17 2006 A. d'Aspremont, L. El Ghaoui, M. Jordan, G. Lanckriet, A direct formulation for sparse PCA using semidefinite programming, 2004
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| Dec 1 2006 E. Candes, T. Tao, The Dantzig Selector: Statistical estimation when p is much larger than n.
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| Oct 5 2007
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| Oct 5 2007
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| Oct 12 2007 Y.W. Teh, M.I. Jordan, M.J. Beal, D.M. Blei, Hierarchical Dirichlet Processes
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| Oct 12 2007 I. Bhattacharya, L. Getoor, A latent Dirichlet Model for Unsupervised Entity Resolution
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| Oct 26 2007 N. Bansal, A. Blum, S.Chawla, Correlation Clustering, Machine Learning 2004
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| Nov 16 2007 F. Liang, S. Mukherjee, M. West, The Use of Unlabeled Data in Predictive Modeling, Statistical Science 2007
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| Dec 07 2007 H. Zou, T. Hastie, Regularization and variable selection via the elastic net, JRSSB05
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| Jan 18 2008 D. Blei, J. McAuliffe, Supervised Topic Models, NIPS 2007
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| Feb 01 2008 S. Balakrishnan, D. Madigan, Algorithms for Sparse Linear Classifiers in the Massive Data Setting, JLMR 2007
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the Pre-previous Readings
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