Confusion Matrix-Based Feature Selection

作者: A. Ralescu , Sofia Visa , B. Ramsay , E. VanDerKnaap

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摘要: This paper introduces a new technique for feature selection and illustrates it on real data set. Namely, the proposed approach creates subsets of attributes based two criteria: (1) individual have high discrimination (classification) power; (2) in subset are complementary that is, they misclassify different classes. The method uses information from confusion matrix evaluates one attribute at time.

参考文章(10)
Kenji Kira, Larry A. Rendell, A Practical Approach to Feature Selection international conference on machine learning. pp. 249- 256 ,(1992) , 10.1016/B978-1-55860-247-2.50037-1
Eric P. Xing, Richard M. Karp, Michael I. Jordan, Feature selection for high-dimensional genomic microarray data international conference on machine learning. pp. 601- 608 ,(2001)
Richard A Olshen, Charles J Stone, Leo Breiman, Jerome H Friedman, Classification and regression trees ,(1983)
P. Pudil, J. Novovičová, J. Kittler, Floating search methods in feature selection Pattern Recognition Letters. ,vol. 15, pp. 1119- 1125 ,(1994) , 10.1016/0167-8655(94)90127-9
Ron Kohavi, George H. John, Wrappers for feature subset selection Artificial Intelligence. ,vol. 97, pp. 273- 324 ,(1997) , 10.1016/S0004-3702(97)00043-X
Gustavo R. Rodríguez, Jennifer B. Moyseenko, Matthew D. Robbins, Nancy Huarachi Morejón, David M. Francis, Esther van der Knaap, Tomato Analyzer: a useful software application to collect accurate and detailed morphological and colorimetric data from two-dimensional objects. Journal of Visualized Experiments. pp. 979- 983 ,(2010) , 10.3791/1856
Isabelle Guyon, André Elisseeff, An introduction to variable and feature selection Journal of Machine Learning Research. ,vol. 3, pp. 1157- 1182 ,(2003) , 10.1162/153244303322753616
María José Gonzalo Pascual, Marin Talbot Brewer, Claire Anderson, David Sullivan, Simon Gray, Esther van der Knaap, None, Tomato Fruit Shape Analysis Using Morphometric and Morphology Attributes Implemented in Tomato Analyzer Software Program Journal of the American Society for Horticultural Science. ,vol. 134, pp. 77- 87 ,(2009) , 10.21273/JASHS.134.1.77
A. Jain, D. Zongker, Feature selection: evaluation, application, and small sample performance IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 19, pp. 153- 158 ,(1997) , 10.1109/34.574797
M. Sugeno, T. Yasukawa, A fuzzy-logic-based approach to qualitative modeling IEEE Transactions on Fuzzy Systems. ,vol. 1, pp. 7- 31 ,(1993) , 10.1109/TFUZZ.1993.390281