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A Bayesian approach for comparing cross-validated algorithms on multiple data sets

Corani, Giorgio ; Benavoli, Alessio

In: Machine Learning, 2015, vol. 100, no. 2-3, p. 285-304

Bayesian dependence tests for continuous, binary and mixed continuous-binary variables

Benavoli, Alessio ; De Campos, Cassio P.

In: Entropy, 2016, vol. 18, no. 9, p. 326

Tests for dependence of continuous, discrete and mixed continuous-discrete variables are ubiquitous in science. The goal of this paper is to derive Bayesian alternatives to frequentist null hypothesis significance tests for dependence. In particular, we will present three Bayesian tests for dependence of binary, continuous and mixed variables. These tests are nonparametric and based on the...