AutomaticAI – A hybrid approach for automatic artificial intelligence algorithm selection and hyperparameter tuning

作者：

Highlights：

• Automatic Artificial Intelligence Algorithm Selection.

• Automatic Hyperparameter Optimization.

• Particle Swarm Optimization which can handle continuous and discrete values.

• Particle Swarm Optimization with Simulated Annealing acceptance criteria.

• Global Optimal Solution.

摘要

•Automatic Artificial Intelligence Algorithm Selection.•Automatic Hyperparameter Optimization.•Particle Swarm Optimization which can handle continuous and discrete values.•Particle Swarm Optimization with Simulated Annealing acceptance criteria.•Global Optimal Solution.

论文关键词：Particle swarm optimization,Simulated annealing,Automatic algorithm selection,Automatic hyperparameter tuning

论文评审过程：Received 18 November 2019, Revised 29 March 2021, Accepted 14 May 2021, Available online 26 May 2021, Version of Record 2 June 2021.

论文官网地址：https://doi.org/10.1016/j.eswa.2021.115225