Computational methods of feature selection. (©2008)

• Record Type: Book
• Further Information: Note: Edited by Huan Liu, Hiroshi Motoda.
• Other Names: Liu, Huan, 1958-; Motoda, Hiroshi
• 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.
• Publisher Details: Boca Raton : Chapman & Hall/CRC
• Publication Date: 2008
• Copyright Date: 2008
• Extent: 1 online resource (419 pages), illustrations
• Subjects: 005.74; Database management; Data mining; Machine learning; Data Mining; Databases as Topic; Organization and Administration; Artificial Intelligence; COMPUTERS -- Desktop Applications -- Databases; COMPUTERS -- Database Management -- General; COMPUTERS -- System Administration -- Storage & Retrieval; Data mining; Database management; Machine learning; Electronic books
• Languages: English
• ISBNs: 9781584888796; 1584888792; 9781584888789; 1584888784
• Notes: Note: Includes bibliographical references and index.; Note: Print version record.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.