Discriminative learning of Bayesian network parameters by differential evolution

DOI10.1016/j.apm.2020.12.026zbMath1481.68039OpenAlexW3116494032MaRDI QIDQ823426

Nicandro Cruz-Ramírez, Efrén Mezura-Montes, Alejandro Platas-López, Alejandro Guerra-Hernández

Publication date: 24 September 2021

Published in: Applied Mathematical Modelling (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.apm.2020.12.026

zbMATH Keywords

Bayesian networksdiscriminative learningdifferential evolution

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05) Problem solving in the context of artificial intelligence (heuristics, search strategies, etc.) (68T20) Probabilistic graphical models (62H22)

Uses Software

• JADE
• C4.5
• JADE

Cites Work

• Bayesian network classifiers
• Efficient parameter learning of Bayesian network classifiers
• Structural extension to logistic regression: Discriminative parameter learning of belief net classifiers
• Approximating discrete probability distributions with dependence trees
• Random forests
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