Reliability Estimation of Classification Algorithms. I. Introduction to the Problem. Point Frequency Estimates |
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| Authors: | S I Gurov |
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| Institution: | (1) Department of Information Management, National Yunlin University of Science and Technology, 123, Sec. 3, University Rd, Touliu, Yunlin, 640, Taiwan;(2) Department of Information Management, WuFeng Institute of Technology, 117, Sec. 2, Jianguo Rd., Minsyong, Chiayi, 621, Taiwan |
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| Abstract: | The study deals with estimating the reliability of classification algorithms. The present article (the first of three) examines the statistical methods used for point estimation of the reliability of classifiers in the frequency approach. The estimation results are applicable to the small-sample case, which is of considerable importance in practice. |
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