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JOURNALS // Intelligent systems. Theory and applications // Archive

Intelligent systems. Theory and applications, 2024 Volume 28, Issue 2, Pages 13–23 (Mi ista537)

Part 2. Special Issues in Intellectual Systems Theory

A greedy algorithm for building learning ensembles

A. V. Fomchenko, D. V. Parfenov

Artificial Intelligence Institute, MIREA, Moscow

Abstract: An approach to improving methods for solving machine-learning problems based on ensembles of algorithms is considered using classification problem as an example. A method based on a greedy algorithm for choosing weak learners and building the selective ensemble is proposed. This approach is general and applicable in decision support systems and other expert systems.

Keywords: machine learning, weak learners, ensembling, boosting



© Steklov Math. Inst. of RAS, 2025