Title :
Medical diagnostic expert system based on PDP model
Author :
Saito, Kazumi ; Nakano, Ryohei
Author_Institution :
Commun. & Inf. Process. Lab., NTT, Kanagawa, Japan
Abstract :
The applicability of PDP (parallel distributed processing) models to knowledge processing is clarified. The authors evaluate the diagnostic capabilities of a prototype medical diagnostic expert system based on a multilayer network. After having been trained on only 300 patients, the prototype system shows diagnostic capabilities almost equivalent to those of a symbolic expert system. Symbolic knowledge is extracted from what the multilayer network has learned. The extracted knowledge is compared with doctors´ knowledge. Moreover, a method to extract rules from the network and usage of the rules in a confirmation process are proposed.<>
Keywords :
distributed processing; expert systems; knowledge engineering; medical diagnostic computing; parallel processing; PDP model; expert system; knowledge engineering; knowledge processing; medical diagnostic computing; multilayer network; parallel distributed processing; Biomedical computing; Distributed computing; Expert systems; Knowledge engineering; Parallel processing;
Conference_Titel :
Neural Networks, 1988., IEEE International Conference on
Conference_Location :
San Diego, CA, USA
DOI :
10.1109/ICNN.1988.23855