DocumentCode :
1448466
Title :
A neural network expert system for diagnosing and treating hypertension
Author :
Poli, Riccardo ; Cagnoni, Stefano ; Livi, Riccardo ; Coppini, Giuseppe ; Valli, Guido
Author_Institution :
Dept. of Electron. Eng., Florence Univ., Italy
Volume :
24
Issue :
3
fYear :
1991
fDate :
3/1/1991 12:00:00 AM
Firstpage :
64
Lastpage :
71
Abstract :
Hypernet (Hypertension Neural Expert Therapist), a neural network expert system for diagnosing and treating hypertension, is described. After a brief look at artificial neural networks, the authors describe the structure of the three modules that make up Hypernet, starting with the specific problem each network is intended to solve and explaining how the network is expected to operate. The tools developed for implementing the system are a compiler for a simple descriptive language that enables the authors to define, train, and test networks; a graphic editor that translates the network drawn by the user into the proper statements; and a set of programs for interactively generating the examples. The data used as examples, the learning phase, and the results of tests for evaluating the performance of each network are described. and conclusions about overall system results are presented.<>
Keywords :
expert systems; medical diagnostic computing; neural nets; Hypernet; Hypertension Neural Expert Therapist; artificial neural networks; compiler; define; descriptive language; graphic editor; hypertension; interactive programs; network translation; neural network expert system; performance evaluation; test; tools; train; Artificial neural networks; Biomedical monitoring; Blood pressure; Chronobiology; Diagnostic expert systems; Drugs; Hypertension; Medical expert systems; Medical treatment; Neural networks;
fLanguage :
English
Journal_Title :
Computer
Publisher :
ieee
ISSN :
0018-9162
Type :
jour
DOI :
10.1109/2.73514
Filename :
73514
Link To Document :
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