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  • 标题:Simulated annealing on uncorrelated energy landscapes
  • 本地全文:下载
  • 作者:Ben Goertzel ; Malwane Ananda
  • 期刊名称:International Journal of Mathematics and Mathematical Sciences
  • 印刷版ISSN:0161-1712
  • 电子版ISSN:1687-0425
  • 出版年度:1994
  • 卷号:17
  • DOI:10.1155/S0161171294001109
  • 出版社:Hindawi Publishing Corporation
  • 摘要:A function f:{0,1,2,L,a}n→R is said to be uncorrelated if Prob[f(x)≤u]=G(u). This paper studies the effectiveness of simulated annealing as a strategy for optimizing uncorrelated functions. A recurrence relation expressing the effectiveness of the algorithm in terms of the function G is derived. Surprising numerical results are obtained, to the effect that for certain parametrized families of functions {Gc,   c∈R}, where c represents the “steepness” of the curve G′(u), the effectiveness of simulated annealing increases steadily with c These results suggest that on the average annealing is effective whenever most points have very small objective function values, but a few points have very large objective function values.
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