An overview of recent applications of Game Theory to bioinformatics

被引:16
|
作者
Moretti, Stefano [2 ,3 ]
Vasilakos, Athanasios V. [1 ]
机构
[1] Univ Western Macedonia, Dept Comp & Telecommun Engn, Thessaloniki, Greece
[2] CNRS, UMR7024, F-75016 Paris, France
[3] Univ Paris 09, F-75016 Paris, France
关键词
Evolutionary games; Cooperative games; Infection modelling; Gene expression analysis; Shapley value; GENE-EXPRESSION DATA; SHAPLEY VALUE; EVOLUTIONARY;
D O I
10.1016/j.ins.2010.07.019
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The goal of this work is to provide a comprehensive review of different Game Theory applications that have been recently used to predict the behavior of non-rational agents in interaction situations arising from computational biology. In the first part of the paper, we focus on evolutionary games and their application to modelling the evolution of virulence. Here, the notion of Evolutionary Stable Strategy (ESS) plays an important role in modelling mutation mechanisms, whereas selection mechanisms are explained by means of the concept of replicator dynamics. In the second part, we describe a couple of applications concerning cooperative games in coalitional form, namely microarray games and Multi-perturbation Shapley value Analysis (MSA), for the analysis of genetic data. In both of the approaches, the Shapley value is used to assess the power of genes in complex regulatory pathways. (C) 2010 Elsevier Inc. All rights reserved.
引用
收藏
页码:4312 / 4322
页数:11
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