Analysis of Information-Based Nonparametric Variable Selection Criteria
Analysis of Information-Based Nonparametric Variable Selection Criteria is a scholarly work by Małgorzata Łazęcka and Jan Mielniczuk, published in 2020 in ''Entropy''. The main subjects of the publication include joint entropy, Gaussian, computer science, mathematics, multivariate probability distribution, swarm intelligence, Entropy, statistics, conditional probability distribution, non-parametric statistics, Infomax, feature selection, mutual information, artificial intelligence, artificial neural network, selection (genetic algorithm), Conditional mutual information, conditional entropy, and genetic programming. The authors show that both criteria CIFE and JMI may exhibit different behavior from CMI, resulting in different orders in which predictors are chosen in variable selection process.