Dempster-Shafer Theory in geographic information systems: A survey

被引:59
作者
Malpica, J. A. [1 ]
Alonso, M. C.
Sanz, M. A.
机构
[1] ALcala Univ, Dept Math, Madrid, Spain
[2] Univ Politecn Madrid, Dept Math, Madrid, Spain
关键词
uncertainty in GIS; theory of evidence; Dempster-Shafer Theory; decision making within GIS; fusion of information;
D O I
10.1016/j.eswa.2005.11.011
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Since the information used in a Geographic Information System has a certain degree of uncertainly, in general classical mathematics models should not be applied to solve geographical problems computation ally. Therefore, probabilistic or fuzzy-related methods should be considered, in order to model the behaviour of real problems that have to be solved by or with a Geographic Information System. In this paper, a review of the application of Dempster-Shafer Theory of Evidence-also called "belief functions"-in relation to Geographic Information System is given. The review will focus on classification as a way of fusing information in a Geographic Information System. Information fusion, for classification, represents the first step in the abstraction of information and a means of data mining, and both the advantages and limitations of the technique of the Theory of Evidence in comparison to other techniques are analysed. (C) 2005 Elsevier Ltd. All rights reserved.
引用
收藏
页码:47 / 55
页数:9
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