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Dietterich TG. Approximate statistical tests for comparing supervised classification learning algorithms. Neural Comput. 1998;10(7):1895–923.
Efron B. Estimating the error rate of a prediction rule: improvement on cross-validation. J Am Stat Assoc. 1983;78(382):316–31.
Geisser S. The predictive sample reuse method with applications. J Am Stat Assoc. 1975;70(350):320–8.
Kohavi R. A study of cross-validation and bootstrap for accuracy estimation and model selection. In: Proceedings of the 14th International Joint Conference on AI; 1995. p. 1137–45.
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Mosteller F, Tukey JW. Data analysis, including statistics. In: Handbook of social psychology. Reading: Addison-Wesley; 1968.
Mosteller F, Wallace DL. Inference in an authorship problem. J Am Stat Assoc. 1963;58(302):275–309.
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Salzberg S. On comparing classifiers: pitfalls to avoid and a recommended approach. Data Min Knowl Disc. 1997;1(3):317–28.
Stone M. Cross-validatory choice and assessment of statistical predictions. J Royal Stat Soc. 1974;36(2):111–47.
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Refaeilzadeh, P., Tang, L., Liu, H. (2018). Cross-Validation. In: Liu, L., Özsu, M.T. (eds) Encyclopedia of Database Systems. Springer, New York, NY. https://doi.org/10.1007/978-1-4614-8265-9_565
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