How to design the fair experimental classifier evaluation

Author:

Stapor KatarzynaORCID,Ksieniewicz Paweł,García Salvador,Woźniak Michał

Funder

Silesian University of Technology

Narodowe Centrum Nauki

Publisher

Elsevier BV

Subject

Software

Reference52 articles.

1. Pattern Recognition and Machine Learning;Bishop,2006

2. D.H. Wolpert, The supervised learning no-free-lunch Theorems, in: Proc. 6th Online World Conference on Soft Computing in Industrial Applications, 2001, pp. 25–42.

3. Statistical comparisons of classifiers over multiple data sets;Demšar;J. Mach. Learn. Res.,2006

4. An extension on “statistical comparisons of classifiers over multiple data sets” for all pairwise comparisons;García;J. Mach. Learn. Res.,2009

5. Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power;García;Inform. Sci.,2010

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