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计算机应用 2009
Ensemble learning application in improvement of particle swarm optimization algorithm
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Abstract:
Ensemble learning is a methodology that combines multiple individual learners,and can get better results.In this paper,ensemble learning was applied to improve the performance of Particle Swarm Optimization(PSO) algorithm in three aspects: on particle level or dimension level;in the whole iteration process or periodical iteration process;on single population or multiple sub-populations.The experimental results of three typical function optimization problems show that PSO algorithm based on ensemble learning...