Some paper about feature selection

http://www.tsi.enst.fr/~campedel/Biblio/biblio.html



Feature selection

Overview
"An Introduction to Variable and Feature Selection" [pdf]
Isabelle Guyon & Andre Elisseeff
Journal of Machine Learning Research 3 (2003) 1157-1182

related papers [Link]

"Selection of Relevant Features and Examples in Machine Learning" [ps]
Avrim L. Blum & Pat Langley (1997)
Special issue of Artificial Intelligence on 'Relevance', R.Greiner and D.Subramanian(Eds.)

"Wrappers for Feature Subset Selection" [ps]
Ron Kohavi and George H. John (1997)

"Attribute Selection for Modeling" [pdf]
I. Kononenko and S.J. Hong
Future Generation Compute System, november 1997

Supervised methods
"Dimensionality Reduction via Sparse Support vector Machines" [pdf]
Jinbo Bi, Kristin P. Bennett, Mark Embrechts, Curt M. Breneman and Minghu Song
Journal of Machine Learning Research3 (2003) 1229-1243

"Feature Extraction by Non-Parametric Mutual Information Maximization" [pdf]
Kari Torkkola
Journal of Machine Learning Research3 (2003) 1415-1438

"Use of the Zero-Norm with Linear Models and Kernel Methods" [pdf] similar : [ps]
Jason Weston, Andre Elisseeff, Bernhard Scholkopf and Mike Tipping
Journal of Machine Learning Research3 (2003) 1439-1461

"Iterative Relief" [pdf]
Bruce Draper, Carol Kaito and Jose Bins (2003)

"Theoretical and Empiracal Analysis of ReliefF and RReliefF" [pdf]
Marko Robnik-Sikonja and Igor Kononenko
Journal of Machine Learning (2003) 53:23-69

"Bayesian Learning of Sparse Classifiers" [pdf]
Mario A.T. Figueiredo & Anil K. Jain (2001)

"Gene Selection for Cancer Classification using Support Vector Machines" [pdf]
Isabelle Guyon, Jason Weston, Stephen Barnhill, M.D. and Vladimir Vapnik
submitted to Machine Learning (2000)

Unsupervised methods
"Feature Selection for Unsupervised and Supervised Inference : the Emergence of Sparsity in a Weighted-based Approach" [pdf] + more details [pdf]
Lior Wolf and Amnon Shashua (2003)

"Unsupervised Feature selection Using Multi-Objective Genetic Algorithms for Handwritten Word Recognition" [pdf]
M. Morita, R. Sabourin, F. Bortolozzi and C.Y. Suen (2003)

"Unsupervised Feature Selection Using Feature Similarity" [pdf]
Pabitra Mitra, C.A. Murthy and Sankar K. Pal
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol 24, No4, April 2002

"Evolutionary model selection in unsupervised learning" [pdf]
YongSeog Kim, W. Nick Street and Filipo Menczer
Intelligent Data Analysis 6 (2002) 531-556

"Unsupervised Clustering and Feature Discrimination with Application to Image Database Categorization" [pdf]
Hichem Frigui, Nozha Boujemaa and Soon-Ann Lim (2001)