A comparative evaluation of sequential feature selection algorithms

@incollection{citeulike:2663690, abstract = {Several recent machine learning publications demonstrate the utility of using feature selection algorithms in supervised learning tasks. Among these, sequential feature selection algorithms are receiving attention. The most frequently studied variants of these algorithms are forward and backward sequential selection. Many studies on supervised learning with sequential feature selection report applications of these algorithms, but do not consider variants of them that might be more appropriate...}, address = {175 Fifth Avenue. New York, New York 10010, USA}, author = {Aha, David W. and Bankert, Richard L. }, booktitle = {Learning from Data: Artificial Intelligence and Statistics V}, chapter = {4}, citeulike-article-id = {2663690}, editor = {Fisher, Douglas H. and Lenz, Hans-Joachim }, keywords = {backward-elimination, comparison, feature-selection, forward-selection}, pages = {199--206}, posted-at = {2008-04-13 15:16:13}, priority = {2}, publisher = {Springer-Verlag}, series = {Lecture Notes in Statistics}, title = {A comparative evaluation of sequential feature selection algorithms}, url = {http://citeseer.ist.psu.edu/aha95comparative.html}, year = {1996} }

TY - CHAP ID - citeulike:2663690 L3 - citeulike-article-id:2663690 TI - A comparative evaluation of sequential feature selection algorithms T2 - Learning from Data: Artificial Intelligence and Statistics V SE - Lecture Notes in Statistics SP - 199 EP - 206 AD - 175 Fifth Avenue. New York, New York 10010, USA PB - Springer-Verlag N2 - Several recent machine learning publications demonstrate the utility of using feature selection algorithms in supervised learning tasks. Among these, sequential feature selection algorithms are receiving attention. The most frequently studied variants of these algorithms are forward and backward sequential selection. Many studies on supervised learning with sequential feature selection report applications of these algorithms, but do not consider variants of them that might be more appropriate... KW - backward-elimination KW - comparison KW - feature-selection KW - forward-selection AU - Aha, David AU - Bankert, Richard A2 - Fisher, Douglas A2 - Lenz, Hans-Joachim PY - 1996/// UR - http://citeseer.ist.psu.edu/aha95comparative.html ER -