DocumentCode
412590
Title
Inference of S-system models of genetic networks using a genetic local search
Author
Kimura, Shuhei ; Hatakeyama, M. ; Konagaya, Akihiko
Author_Institution
RIKEN Genomic Sci. Center, Yokohama, Japan
Volume
1
fYear
2003
fDate
8-12 Dec. 2003
Firstpage
631
Abstract
In this paper, we propose a new method for the inference of S-system models of large-scale genetic networks. This method employs a technique to decompose the genetic network inference problem into several subproblems, and then applies a genetic local search to each of the subproblems. A local search method utilizing the feature of the S-system model is used as one of the search operators in this genetic local search. Finally, the effectiveness of the proposed method is verified through a genetic network inference problem.
Keywords
genetic algorithms; inference mechanisms; model-based reasoning; physiological models; search problems; S-system models; genetic local search; genetic network inference problem; genetic networks; search operators; Bioinformatics; Differential equations; Gene expression; Genetics; Genomics; Inference algorithms; Kinetic theory; Large-scale systems; Nonlinear equations; Search methods;
fLanguage
English
Publisher
ieee
Conference_Titel
Evolutionary Computation, 2003. CEC '03. The 2003 Congress on
Print_ISBN
0-7803-7804-0
Type
conf
DOI
10.1109/CEC.2003.1299635
Filename
1299635
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