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http://dx.doi.org/10.1201/9781584888796
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Front MatterAbstract - Hi-Res PDF (243 KB) - PDF w/links (244 KB)
Chapter 1. Less Is MoreAbstract - Hi-Res PDF (410 KB) - PDF w/links (410 KB)
Chapter 2. Unsupervised Feature SelectionJennifer G. DyAbstract - Hi-Res PDF (300 KB) - PDF w/links (300 KB)
Chapter 3. Randomized Feature SelectionDavid J. StracuzziAbstract - Hi-Res PDF (292 KB) - PDF w/links (293 KB)
Chapter 4. Causal Feature SelectionIsabelle Guyon, Constantin Aliferis, Andr´e Elissee.Abstract - Hi-Res PDF (382 KB) - PDF w/links (383 KB)
Chapter 5. Active Learning of Feature RelevanceEmanuele Olivetti, Sriharsha Veeramachaneni, Paolo AvesaniAbstract - Hi-Res PDF (931 KB) - PDF w/links (932 KB)
Chapter 6. A Study of Feature Extraction Techniques Based on Decision Border EstimateClaudia Diamantini, Domenico PotenaAbstract - Hi-Res PDF (666 KB) - PDF w/links (437 KB)
Chapter 7. Ensemble-Based Variable Selection Using Independent ProbesEugene Tuv, Alexander Borisov, Kari TorkkolaAbstract - Hi-Res PDF (305 KB) - PDF w/links (306 KB)
Chapter 8. Efficient Incremental-Ranked Feature Selection in Massive DataRoberto Ruiz, Jeśus S. Aguilar-Ruiz, Jośe C. RiquelmeAbstract - Hi-Res PDF (334 KB) - PDF w/links (339 KB)
Chapter 9. Non-Myopic Feature Quality Evaluation with (R)ReliefFIgor Kononenko, Marko Robnik ¡SikonjaAbstract - Hi-Res PDF (320 KB) - PDF w/links (326 KB)
Chapter 10. Weighting Method for Feature Selection in K-MeansJoshua Zhexue Huang, Jun Xu, Michael Ng, Yunming YeAbstract - Hi-Res PDF (346 KB) - PDF w/links (351 KB)
Chapter 11. Local Feature Selection for ClassificationCarlotta Domeniconi, Dimitrios GunopulosAbstract - Hi-Res PDF (327 KB) - PDF w/links (327 KB)
Chapter 12. Feature Weighting through Local LearningYijun SunAbstract - Hi-Res PDF (559 KB) - PDF w/links (560 KB)
Chapter 13. Feature Selection for Text ClassificationGeorge FormanAbstract - Hi-Res PDF (338 KB) - PDF w/links (339 KB)
Chapter 14. A Bayesian Feature Selection Score Based on Naïve Bayes ModelsSusana Eyheramendy, David MadiganAbstract - Hi-Res PDF (330 KB) - PDF w/links (326 KB)
Chapter 15. Pairwise Constraints-Guided Dimensionality ReductionWei Tang, Shi ZhongAbstract - Hi-Res PDF (348 KB) - PDF w/links (349 KB)
Chapter 16. Aggressive Feature Selection by Feature RankingMasoud Makrehchi, Mohamed S. KamelAbstract - Hi-Res PDF (362 KB) - PDF w/links (363 KB)
Chapter 17. Feature Selection for Genomic Data AnalysisLei YuAbstract - Hi-Res PDF (257 KB) - PDF w/links (268 KB)
Chapter 18. A Feature Generation Algorithm with Applications to Biological Sequence ClassificationRezarta Islamaj Dogan, Lise Getoor, W. John WilburAbstract - Hi-Res PDF (550 KB) - PDF w/links (494 KB)
Chapter 19. An Ensemble Method for Identifying Robust Features for Biomarker DiscoveryDiana Chan, Susan M. Bridges, Shane C. BurgessAbstract - Hi-Res PDF (422 KB) - PDF w/links (423 KB)
Chapter 20. Model Building and Feature Selection with Genomic DataHui Zou, Trevor HastieAbstract - Hi-Res PDF (322 KB) - PDF w/links (323 KB)
