Feature selection based on the best-path algorithm in high dimensional graphical models

DOI10.1016/J.INS.2023.119601MaRDI QIDQ6488758

Consuelo Rubina Nava, Maria Grazia Zoia, Luigi Riso

Publication date: 19 October 2023

Published in: Information Sciences (Search for Journal in Brave)

zbMATH Keywords

mutual informationgraphical modelsChow-Liu algorithmautomatic feature selectioneconometric linear models

Mathematics Subject Classification ID

Applications of statistics to economics (62P20) Learning and adaptive systems in artificial intelligence (68T05) Probabilistic graphical models (62H22)

Cites Work

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• On the shortest spanning subtree of a graph and the traveling salesman problem
• Entropy coefficient of determination for generalized linear models
• Multivariate adaptive regression splines
• A novel Chow-Liu algorithm and its application to gene differential analysis
• Entropy correlation coefficient for measuring predictive power of generalized linear models
• Graphical Models with R
• Approximating probability distributions to reduce storage requirements
• Generating the maximum spanning trees of a weighted graph
• Information theoretic inequalities
• 10.1162/153244303322753616
• High-dimensional macroeconomic forecasting and variable selection via penalized regression
• Regularization and Variable Selection Via the Elastic Net
• Approximating discrete probability distributions with dependence trees
• Graphical models

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