FUZZY MLP BASED EXPERT-SYSTEM FOR MEDICAL DIAGNOSIS

被引:34
作者
MITRA, S
机构
关键词
FUZZY NEURAL NETWORKS; MULTILAYER PERCEPTRON; CONNECTIONIST EXPERT SYSTEMS; PATTERN CLASSIFICATION; INFERENCING; RULE GENERATION;
D O I
10.1016/0165-0114(94)90025-6
中图分类号
TP301 [理论、方法];
学科分类号
081202 [计算机软件与理论];
摘要
A fuzzy MLP model, developed by the author, is used as a connectionist expert system for diagnosing hepatobiliary disorders. It can handle uncertainty and/or impreciseness in the input as well as the output. The input to the network is modelled in terms of linguistic pi-sets whose centres and radii along each feature axis are determined from the distribution of the training data. In case of partial inputs, the model is capable of querying the user for the more important feature information, when required. Justification for an inferred decision may be produced in rule form. A comparative study of the performance of the model with other methods is also provided.
引用
收藏
页码:285 / 296
页数:12
相关论文
共 22 条
[1]
[Anonymous], COMMUNICATION
[2]
Bezdek J.C, 1992, FUZZY MODELS PATTERN
[3]
CONNECTIONIST EXPERT SYSTEMS [J].
GALLANT, SI .
COMMUNICATIONS OF THE ACM, 1988, 31 (02) :152-169
[4]
GRANT B, 1993, 1ST P EUR C FUZZ INT, P651
[5]
HAYASHI Y, 1992, 2ND P INT C FUZZ LOG, P989
[6]
KELLER J, 1993, 1 EUR C FUZZ INT TEC, P195
[7]
KLIR GJ, 1989, FUZZY SETS UNCERTAIN
[8]
Kosko B., 1991, NEURAL NETWORKS FUZZ
[9]
KRISHNAPURAM R, 1993, SECOND IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1 AND 2, P809, DOI 10.1109/FUZZY.1993.327546
[10]
LIPPMANN RP, 1987, IEEE ACOUSTICS SPEEC, V61, P4