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Abstract: The traditional motivation behind feature selection algorithms is to find the best subset of features for a task using one particular learning algorithm. Given the recent success of ensembles, however, we investigate the notion of ensemble feature selection in this paper. This task is harder than traditional feature selection in that one not only needs to find features germane to the learning task and learning algorithm, but one also needs to find a set of feature subsets that will promote... (Update)
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BibTeX entry: (Update)
Opitz, D. submitted. Feature selection for ensembles. In Proceedings of the Sixteenth National Conference on Artificial Intelligence. Randic, M. 1975. On characterization of molecular branching. Journal of American Chemical Society 97:6609--6615. http://citeseer.ist.psu.edu/opitz99feature.html More
@inproceedings{ opitz99feature,
author = "David Opitz",
title = "Feature Selection for Ensembles",
booktitle = "{AAAI}/{IAAI}",
pages = "379-384",
year = "1999",
url = "citeseer.ist.psu.edu/opitz99feature.html" }
Citations (may not include all citations):1931 Adaptation in Natural and Artificial Systems (context) - Holland - 1975
657 Bagging predictors - Breiman - 1996
500 Experiments with a new boosting algorithm - Freund, Schapire - 1996
353 An Introduction to Genetic Algorithms (context) - Mitchell - 1996
342 Wrappers for feature subset selection - Kohavi, John - 1997
155 An empirical comparison of voting classification algorithms:.. - Bauer, Kohavi - 1998
133 Neural network ensembles (context) - Krogh, Vedelsby - 1995
102 Neural network ensembles (context) - Hansen, Salamon - 1990
51 An empirical evaluation of bagging and boosting - Maclin, Opitz - 1997
42 Learning Boolean concepts in the presence of many irrelevant.. - Almuallim, Dietterich - 1994
19 Boosting the margin: A new explanation for the e#ectiveness .. (context) - Shapire, Freund et al. - 1997
12 Growing simpler decision trees to facilitate knowledge disco.. - Cherkauer, Shavlik - 1996
12 Using genetic algorithms to select inputs for neural network.. (context) - Guo, Uhrig - 1992
1 Actively searching for an e#ective neural-network ensemble (context) - Opitz, Shavlik - 1996
1 Connectionist theory refinement: Searching for good network .. (context) - Opitz, Shavlik - 1997
The graph only includes citing articles where the year of publication is known.
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