A simulated annealing algorithm for maximum likelihood pedigree reconstruction

被引:47
作者
Almudevar, A [1 ]
机构
[1] Acadia Univ, Dept Math & Stat, Fac Sci, Wolfville, NS B4P 2R6, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
pedigree reconstruction; maximum likelihood; simulated annealing;
D O I
10.1016/S0040-5809(02)00048-5
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
The calculation of maximum likelihood pedigrees for related organisms using genotypic data is considered. The problem is formulated so that the domain of optimization is a permutation space. This is a feature shared by the travelling salesman problem, for which simulated annealing is known to be effective. Using this technique it is found that pedigrees can be reconstructed with minimal error using genotypic data of a quality currently realizable. In complex pedigrees accurate reconstruction can be done with no a priori age or sex information. For smaller numbers of individuals a method of efficiently enumerating all admissible pedigrees of nonzero likelihood is given. (C) 2003 Elsevier Science (USA). All rights reserved.
引用
收藏
页码:63 / 75
页数:13
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