Enhancing Decomposition-based Algorithms by Estimation of Distribution for Constrained Optimal Software Product Selection

IEEE Transactions on Evolutionary Computation(2020)

引用 27|浏览36
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摘要
This paper integrates an estimation of distribution (EoD)-based update operator into decomposition-based multiobjective evolutionary algorithms for binary optimization. The probabilistic model in the update operator is a probability vector, which is adaptively learned from historical information of each subproblem. We show that this update operator can significantly enhance decomposition-based alg...
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关键词
Optimization,Software,Software algorithms,Probabilistic logic,Estimation,Software engineering,Evolutionary computation
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