Multiniche Crowding in Genetic Algorithms and Its Application to the Assembly of DNA Restriction-Fragments

被引:22
作者
Cedeno, Walter [1 ]
Vemuri, V. Rao [1 ]
Slezak, Tom [2 ]
机构
[1] Univ Calif Davis, Dept Appl Sci, Livermore, CA 94550 USA
[2] Univ Calif Lawrence Livermore Natl Lab, Ctr Human Genome, Livermore, CA 94550 USA
关键词
Genetic algorithms; multimodal functions; DNA restriction-fragment assembly; human genome project;
D O I
10.1162/evco.1994.2.4.321
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The determination of the sequence of all nucleotide base-pairs in a DNA molecule, from restriction-fragment data, is a complex task and can be posed as the problem of finding the optima of a multimodal function. A genetic algorithm that uses multiniche crowding permits us to do this. Performance of this algorithm is first tested using a standard suite of test functions. The algorithm is next tested using two data sets obtained from the Human Genome Project at the Lawrence Livermore National Laboratory. The new method holds promise in automating the sequencing computations.
引用
收藏
页码:321 / 345
页数:25
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