A two-stage exact algorithm for optimization of neural network ensemble

DOI10.1007/978-3-030-78230-6_7OpenAlexW3172070815MaRDI QIDQ2117204

Yanyan Li

Publication date: 21 March 2022

Full work available at URL: https://doi.org/10.1007/978-3-030-78230-6_7

zbMATH Keywords

neural networksurrogate modelensemble learningtwo-stage optimizationembedded predictive models

Mathematics Subject Classification ID

Combinatorial optimization (90C27) Problem solving in the context of artificial intelligence (heuristics, search strategies, etc.) (68T20)

Uses Software

• Gurobi
• Scikit
• AppliedPredictiveModeling
• JANOS

Cites Work

• Unnamed Item
• Dual decomposition in stochastic integer programming
• Ensembling neural networks: Many could be better than all
• Deep neural networks and mixed integer linear optimization
• Deterministic global optimization with artificial neural networks embedded
• Neural network ensemble strategies for financial decision applications
• Optimization of Tree Ensembles
• Strong mixed-integer programming formulations for trained neural networks

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