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Computational methods of fe...
Monografía
monografia Rebiun05735734 https://catalogo.rebiun.org/rebiun/record/Rebiun05735734 100413s2008 xxu u0|||||eng 2007027465 9781584888789 alk. paper) 1584888784 alk. paper) UCAR 991003490669704213 UMH 991000760069706331 UR0307421 UAM 991007290499704211 UPVA 990003913170203706 CBUC 991054943209706706 UPSA (127457) DLC. BAKER. BTCTA. C#P. YDXCP. DLC. OrLoB-B. B-UPV 519 Computational methods of feature selection edited by Huan Liu, Hiroshi Motoda Boca Raton Chapman & Hall/CRC cop. 2008 Boca Raton Boca Raton Chapman & Hall/CRC 419 p. il. 24 cm 419 p. Chapman & Hall/CRC data mining and knowledge discovery series I. Introduction and Background -- 1. Less Is More / Huan Liu and Hiroahi Motoda -- 2. Unsupervised Feature Selection / Jennifer G. Dy -- 3. Randomized Feature Selection / David J. Stracuzzi -- 4. Causal Feature Selection / Isabelle Guyon, Constantin Aliferis and Andre Elisseeff -- II. Extending Feature Selection -- 5. Active Learning of Feature Relevance / Emanuele Olivetti, Sriharsha Veeramachaneni and Paolo Avesani -- 6. A Study of Feature Extraction Techniques Based on Decision Border Estimate / Claudia Diamantini and Domenico Potena -- 7. Ensemble-Based Variable Selection Using Independent Probes / Eugene Tuu, Alexander Borisov and Kari Torkkola -- 8. Efficient Incremental-Ranked Feature Selection in Massive Data / Roberto Ruiz, Jesus S. Aguilar-Ruiz and Jose C. Riquelme -- III. Weighting and Local Methods -- 9. Non-Myopic Feature Quality Evaluation with (R)ReliefF / Igor Kononenko and Marko Robnik Sikonja -- 10. Weighting Method for Feature Selection in K-Means / Joshua Zhexue Huang, Jun Xu, Michael Ng and Yunming Ye -- 11. Local Feature Selection for Classification / Carlotta Domeniconi and Dimitrios Gunopulos -- 12. Feature Weighting through Local Learning / Yijun Sun -- IV. Text Classification and Clustering -- 13. Feature Selection for Text Classification / George Forman -- 14. A Bayesian Feature Selection Score Based on Naive Bayes Models / Susana Eyheramendy and David Madigan -- 15. Pairwise Constraints-Guided Dimensionality Reduction / Wei Tang and Shi Zhong -- 16. Aggressive Feature Selection by Feature Ranking / Masoud Makrehchi and Mohamed S. Kamel -- V. Feature Selection in Bioinformatics -- 17. Feature Selection for Genomic Data Analysis / Lei Yu -- 18. A Feature Generation Algorithm with Applications to Biological Sequence Classification / Rezarta Islamaj Dogan, Lise Getoor and W. John Wilbur -- 19. An Ensemble Method for Identifying Robust Features for Biomarker Discovery / Diana Chan, Susan M. Bridges and Shane C. Burgess -- 20. Model Building and Feature Selection with Genomic Data / Hui Zou and Trevor Hastie Bases de datos Aprendizaje automático Data mining Machine learning Database management Data mining Motoda, Hiroshi Liu, Huan 1958-)