Visualization of multi-algorithm clustering for better economic decisions - The case of car pricing

被引:14
作者
Bittmann, Ran M. [1 ]
Gelbard, Roy [1 ]
机构
[1] Bar Ilan Univ, Informat Syst Program, Grad Sch Business Adm, IL-52900 Ramat Gan, Israel
关键词
Decision making; Decision support system; Cluster analysis; Visualization techniques; Multi-algorithm-voting; Pricing; SYSTEMS; MODEL;
D O I
10.1016/j.dss.2008.12.012
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Clustering decisions frequently arise in business applications such as recommendations concerning products, markets, human resources, etc. Currently, decision makers must analyze diverse algorithms and parameters on an individual basis in order to establish preferences on the decision-making issues they face; because there is no supportive model or tool which enables comparing different result-clusters generated by these algorithms and parameters combinations. The Multi-Algorithm-Voting (MAV) methodology enables not only visualization of results produced by diverse clustering algorithms, but also provides quantitative analysis of the results. The current research applies MAV methodology to the case of recommending new-car pricing. The findings illustrate the impact and the benefits of such decision support system. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:42 / 50
页数:9
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