Computational methods of feature selection / edited by Huan Liu, Hiroshi Motoda.

Other author Liu, Huan, 1958-
Other author Motoda, Hiroshi.
Format Book
Publication InfoBoca Raton : Chapman & Hall/CRC, ©2008.
Description419 pages : illustrations ; 25 cm.
Subjects

SeriesChapman & Hall/CRC data mining and knowledge discovery series
Chapman & Hall/CRC data mining and knowledge discovery series. ^A786678
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 ... [et al.] -- 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.
Bibliography noteIncludes bibliographical references and index.
LCCN 2007027465
ISBN9781584888789 (alk. paper)
ISBN1584888784 (alk. paper)

Availability

Library Location Call Number Status Item Actions
Joyner General Stacks QA76.9.D3 C64 2008 ✔ Available Place Hold