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Title Computational methods of feature selection / edited by Huan Liu, Hiroshi Motoda.
Imprint Boca Raton : Chapman & Hall/CRC, ©2008.


 Internet  Electronic Book    AVAILABLE
Description 1 online resource (419 pages) : illustrations.
Series Chapman & Hall/CRC data mining and knowledge discovery series
Chapman & Hall/CRC data mining and knowledge discovery series.
Bibliog. Includes bibliographical references and index.
Note Available only to authorized UTEP users.
Print version record.
Subject Database management.
Data mining.
Machine learning.
Data Mining.
Databases as Topic.
Organization and Administration.
Artificial Intelligence.
Genre Electronic books.
Contents Less is more / Huan Liu and Hiroshi Motoda -- Unsupervised feature selection / Jennifer G. Dy -- Randomized feature selection / David J. Stracuzzi -- Causal feature selection / Isabelle Guyon, Constantin Aliferis, and André Elisseeff -- Active learning of feature relevance / Emanuele Olivetti, Sriharsha Veeramachaneni, and Paolo Avesani -- A study of feature extraction techniques based on decision border estimate / Claudia Diamantini and Domenico Potena -- Ensemble-based variable selection using independent probes / Eugene Tuv, Alexander Borisov, and Kari Torkkola -- Efficient incremental-ranked feature selection in massive data / Roberto Ruiz, Jesús S. Aguilar-Ruiz, and José C. Riquelme -- Non-myopic feature quality evaluation with (R)ReliefF / Igor Kononenko and Marko Robnik Šikonja -- Weighting method for feature selection in K-Means / Joshua Zhexue Huang [and others] -- Local feature selection for classification / Carlotta Domeniconi and Dimitrios Gunopulos -- Feature weighting through local learning / Yijun Sun -- Feature selection for text classification / George Forman -- A Bayesian feature selection score based on naïve bayes models / Susana Eyheramendy and David Madigan -- Pairwise constraints-guided dimensionality reduction / Wei Tang and Shi Zhong -- Aggressive feature selection by feature ranking / Masoud Makrehchi and Mohamed S. Kamel -- Feature selection for genomic data analysis / Lei Yu -- A feature generation algorithm with applications to biological sequence classification / Rezarta Islamaj Dogan, Lise Getoor, and W. John Wilbur -- An ensemble method for identifying robust features for biomarker discovery / Diana Chan, Susan M. Bridges, and Shane C. Burgess -- Model building and feature selection with genomic data / Hui Zou and Trevor Hastie.
Other Author Liu, Huan, 1958-
Motoda, Hiroshi.
Other Title Print version: Computational methods of feature selection. Boca Raton : Chapman & Hall/CRC, ©2008 9781584888789 1584888784