Fuzzy techniques of pattern recognition in risk and claim classification

被引:66
作者
Derrig, RA
Ostaszewski, KM
机构
关键词
D O I
10.2307/253819
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
Applications of fuzzy set theory to property-liability and life insurance have emerged in the last few years through the work of Lemaire (1990), Cummins and Derrig (1993, 1994), and Ostaszewski (1993). This article continues that line of research by providing an overview of fuzzy pattern recognition techniques and using them in clustering for risk and claims classification. The classic clustering problem of grouping towns into rating territories (DuMouchel, 1983; Conger, 1987) is revisited using these fuzzy methods and 1987 through 1990 Massachusetts automobile insurance data. The new problem of classifying claims in terms of suspected fraud is also addressed using these same fuzzy methods and data drawn from a study of 1989 bodily injury liability claims in Massachusetts.
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页码:447 / 482
页数:36
相关论文
共 23 条
[1]  
*AUT INS BUR MASS, 1992, FIL AUT RAT TERR
[2]  
Bezdek J.C, 1992, FUZZY MODELS PATTERN
[3]  
Bezdek J. C., 1981, PATTERN RECOGNITION
[4]   CONVERGENCE THEORY FOR FUZZY C-MEANS - COUNTEREXAMPLES AND REPAIRS [J].
BEZDEK, JC ;
HATHAWAY, RJ ;
SABIN, MJ ;
TUCKER, WT .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1987, 17 (05) :873-877
[5]  
BROCKETT PL, 1995, SPEC ACT SEM 0125
[6]  
CLARKE M, 1990, BRIT J CRIMINOL, V30, P1
[7]  
CONGER RF, 1987, P CAS AUT SOC, V74, P1
[8]   FUZZY TRENDS IN PROPERTY-LIABILITY INSURANCE CLAIM COSTS [J].
CUMMINS, JD ;
DERRIG, RA .
JOURNAL OF RISK AND INSURANCE, 1993, 60 (03) :429-465
[9]  
CUMMINS JD, 1994, FUZZY FINANCIAL PRIC
[10]   UNDERWRITING AND UNCERTAINTY [J].
DEWIT, GW .
INSURANCE MATHEMATICS & ECONOMICS, 1982, 1 (04) :277-285