Modeling search in group decision support systems

被引:2
|
作者
Rees, J [1 ]
Koehler, GJ
机构
[1] Purdue Univ, Krannert Sch Management, W Lafayette, IN 47907 USA
[2] Univ Florida, Warrington Coll Business, Dept Informat & Decis Sci, Gainesville, FL 32601 USA
关键词
genetic algorithms; group decision support systems; Markov processes;
D O I
10.1109/TSMCC.2004.829307
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Groups using group decision support systems (GDSS) to address particular tasks can be viewed as performing a search. Such tasks involve arriving at a solution or decision within the context of a complex search space, warranting the use of computerized decision support tools. The type of search undertaken by the groups appears to be a, form of adaptive, rather than enumerative, search. Recently, efforts have been made.. to incorporate this adaptation into an analytical model of GDSS usage. One possible method for incorporating adaptation into an analytical model is to use an evolutionary algorithm, such as a genetic algorithm (GA), as an analogy for the group problem-solving process. In this paper, a test is made to determine whether GDSS behaves similarly to a GA process utilizing rank selection, uniform crossover, and uniform mutation operators. A Markov model for GAs is used to make this determination. Using GDSS experimental data, the best-fit transition probabilities are estimated and various hypotheses regarding the relation of GA parameters to GDSS functionality are proposed and tested. Implications for researchers in both GAs and group decision support systems are discussed.
引用
收藏
页码:237 / 244
页数:8
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