Modelling Evolutionary Algorithms with Stochastic Differential Equations.

Evolutionary Computation(2018)

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摘要
There has been renewed interest in modelling the behaviour of evolutionary algorithms (EAs) by more traditional mathematical objects, such as ordinary differential equations or Markov chains. The advantage is that the analysis becomes greatly facilitated due to the existence of well established methods. However, this typically comes at the cost of disregarding information about the process. Here, ...
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关键词
Theory,stochastic differential equations,drift,fixed budget,evolutionary algorithms,non-elitism,metropolis,SSWM,random walk,local search,(1+1) EA,modelling.
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