1. Witten, I.H., Frank, E. "Data Mining:Practical Machine Learning Tools and Techniques," Chapter1. 3-40
2. Witten, I.H., Frank, E. "Data Mining:Practical Machine Learning Tools and Techniques," Chapter2. 41-60
3. Witten, I.H., Frank, E. "Data Mining:Practical Machine Learning Tools and Techniques," Chapter3. 61-82
4. Witten, I.H., Frank, E. "Data Mining:Practical Machine Learning Tools and Techniques," Chapter4. 83-142
5. Witten, I.H., Frank, E. "Data Mining:Practical Machine Learning Tools and Techniques," Chapter5. 143-186
6. Witten, I.H., Frank, E. "Data Mining:Practical Machine Learning Tools and Techniques," Chapter6. 187-284
7. Witten, I.H., Frank, E. "Data Mining:Practical Machine Learning Tools and Techniques," Chapter7. 285-336
8. Hsu, B.j., Glass, j. (2006) "Style & Topic LanguageModel Adaptation Using HMM-LDA," EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing Pages 373-381 9. Ng, A. " Part V : Support Vector Machines,"
http://cs229.stanford.edu/notes/cs229-notes3.pdf
10. Yeh, J.Y., Ke, H.R., Yang, W.P., and Meng I.H. (2005) "Text summarization using a trainable summarizer and latent semantic analysis," Information Processing and Management 41 (2005) 75–95 11. Bocconi, S. (2003) "Automatic Presentation Generation for Scholarly
Hypermedia," INS-E0305
12. Levin, E., Sharifi, M., and Ball, J. (2006) "Evaluation of Utility of LSA for Word Sense Discrimination," NAACL-Short '06 Proceedings of the Human Language Technology Conference of the NAACL,
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Companion Volume: Short Papers Pages 77-80
13. Dick, U., Haider, P., Scheffer, T. (2008) "Learning from Incomplete Data with Infinite Imputations," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 232-239
14. Hoi, S.C.H., R, J. (2008) "Active Kernel Learning," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 400-407
15. Bryan, B., Schneider, J. (2008) "Actively Learning Level-Sets of Composite Functions," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 80-87
16. Zhang, Z., Dai, B.T., and Tung, A.K.H. (2008) " Estimating Local Optimums in EM Algorithm over Gaussian Mixture Model," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 1240-1247
17. Emmanuel, A.C., Schultz, H. (2008) "Autonomous Geometric Precision Error Estimation in Low-Level Computer Vision Tasks,"
ICML '08 Proceedings of the 25th international conference on Machine learning Pages 168-175
18. Qi, Y., Liu, D., Dunson, D., and Carin, L. (2008) "Multi-Task Compressive Sensing with Dirichlet Process Priors," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 768-775
19. Su, J., Zhang, H., Ling, C.X., and Matwin, S. (2008) "Discriminative Parameter Learning for Bayesian Networks," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 1016-1023
20. Tieleman, T. (2008) "Training Restricted Boltzmann Machines using Approximations to the Likelihood Gradient, " ICML '08 Proceedings of the 25th international conference on Machine learning Pages
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1064-1071
21. Lu, Z., Leen, T.K., Huang, Y., and Erdogmus, D. (2008) "A Reproducing Kernel Hilbert Space Framework for Pairwise Time Series Distances," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 624-631
22. Li, Z., Liu, J., and Tang, X. (2008) "Pairwise Constraint Propagation by Semidefinite Programming for Semi-Supervised Classification,"
ICML '08 Proceedings of the 25th international conference on Machine learning Pages 576-583
23. Cunningham, J.P., Shenoy, K.V., and Sahani, M. (2008) "Fast Gaussian Process Methods for Point Process Intensity Estimation," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 192-199
24. Schnall-Levin, M., Chindelevitch, L., and Berger, B. (2008) "Inverting the Viterbi Algorithm: An Abstract Framework for Structure Design,"
ICML '08 Proceedings of the 25th international conference on Machine learning Pages 904-911
25. Fox, E.B., Sudderth, E.B., Jordan, M.I., and Willsky, A.S. (2008) "An HDP-HMM for Systems with State Persistence," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 312-319
26. Chen, D.L., Mooney, R.J. (2008) "Learning to Sportscast: A Test of Grounded Language Acquisition," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 128-135
27. Dredze, M., Crammer, K., and Pereira, F. (2008)
"Confidence-Weighted Linear Classification," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 264-271
28. Palatucci, M., Carlson, A. (2008) "On the chance accuracies of large
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collections of classifiers," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 744-751
29. Klementiev, A., Roth, D., and Small, K. (2008) "Unsupervised Rank Aggregation with Distance-Based Models," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 472-479 30. Dai, W., Yang, Q., Xue, G.R., and Yu, Y. (2008) "Self-taught
Clustering," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 200-207
31. Donmez, P., Carbonell, J.G. (2008) "Optimizing Estimated Loss Reduction for Active Sampling in Rank Learning," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 248-255
32. Heller, K.A., Williamson, S., and Ghahramani, Z. (2008) "Statistical Models for Partial Membership," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 392-399
33. Yue, Y., Joachims, T. (2008) "Predicting Diverse Subsets Using Structural SVMs," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 1224-1231
34. Yaman, F., Walsh, T.J., Littman, M.L., and DesJardins, M. (2008)
"Democratic Approximation of Lexicographic Preference Models,"
ICML '08 Proceedings of the 25th international conference on Machine learning Pages 1200-1207
35. Catanzaro, B., Sundaram, N., and Keutzer, K. (2008) "Fast support vector machine training and classification on graphics processors,"
ICML '08 Proceedings of the 25th international conference on Machine learning Pages 104-111
36. Shi, T., Belkin, M., and Yu, B. (2008) "Data spectroscopy: learning mixture models using eigenspaces of convolution operators," ICML '08 Proceedings of the 25th international conference on Machine
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learning Pages 936-943
37. Bickel, S., Bogojeska, J., Lengauer, T., and Scheffer, T. (2008)
"Multi-Task Learning for HIV Therapy Screening," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 56-63
38. Seldin, Y., Tishby, N. (2008) "Multi-Classification by Categorical Features via Clustering," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 920-927
39. Kirshner, S., P’oczos, B. (2008) "ICA and ISA Using Schweizer-Wolff Measure of Dependence," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 464-471
40. An, Q., Wang, C., Shterev, I., Wang, E., Carin, L., and Dunson, D.n.
(2008) "Hierarchical Kernel Stick-Breaking Process for Multi-Task Image Analysis," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 17-24
41. Sorokina, D., Caruana,R., Riedewald, M., and Fink, D. (2008)
"Detecting Statistical Interactions with Additive Groves of Trees,"
ICML '08 Proceedings of the 25th international conference on Machine learning Pages 1000-1007
42. Biggs, M., Ghodsi, A., and Vavasis, S. (2008) "Nonnegative Matrix Factorization via Rank-One Downdate," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 64-71
43. Rish, I., Grabarnik, G., Cecchi, G., Pereira, F., and Gordon, G.J. (2008)
"Closed-Form Supervised Dimensionality Reduction with Generalized Linear Models," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 832-839
44. Shringarpure, S., Xing, E.P. (2008) "mStruct: A New Admixture Model for Inference of Population Structure in Light of Both Genetic Admixing and Allele Mutations," ICML '08 Proceedings of the 25th
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international conference on Machine learning Pages 952-959
45. Zhu, J., Xing, E.P., and Zhang, B. (2008) "Laplace Maximum Margin Markov Networks," ICML '08 Proceedings of the 25th international conference on Machine learning Pages 1256-1263