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Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances
Published on: October 11, 2018
Improving the practice of classifier performance assessment
1Department of Mathematics, Imperial College, Huxley Building, 180 Queen's Gate, London, SW7 2BZ, UK.
Neural Computation
|January 15, 2000
Abstract:
In this note we use examples from the literature to illustrate some poor practices in assessing the performance of supervised classification rules, and we suggest guidelines for better methodology. We also describe a new assessment criterion that is suitable for the needs of many practical problems.