DocumentCode
329849
Title
Model based diagnoses in medicine
Author
Druzovec, Marjan
Author_Institution
Fac. of Mech. Eng., Maribor Univ.
Volume
4
fYear
1998
fDate
11-14 Oct 1998
Firstpage
4080
Abstract
First generation expert systems used shallow knowledge based on heuristic information to solve a diagnostic problem. This approach has many disadvantages, which can be avoided with the use of deep knowledge. Diagnostic reasoning based on deep knowledge is called model based diagnoses. Recently the use of qualitative modeling in relation to deep knowledge in expert systems has become increasingly important. Model based reasoning in our diagnostic system is performed with a simulation process of a qualitative system model. The qualitative system model need not to be specially adapted for use in a diagnostic domain. It only needs to simulate system behavior expressed by normal or abnormal functioning of its components. The proposed architecture is not complex, is very efficient and simply takes into account a previous diagnostic result to obtain a new one from additional observation measurement (medical tests or examinations) of the system
Keywords
diagnostic expert systems; diagnostic reasoning; medical diagnostic computing; medical expert systems; model-based reasoning; abnormal functioning; deep knowledge; diagnostic domain; diagnostic problem; diagnostic reasoning; diagnostic system; expert systems; first generation expert systems; heuristic information; medical tests; medicine; model based diagnoses; previous diagnostic result; qualitative modeling; qualitative system model; shallow knowledge; simulation process; system behavior; Biomedical informatics; Computer science; Diagnostic expert systems; Diseases; Fault diagnosis; Mechanical engineering; Medical diagnostic imaging; Medical expert systems; Medical simulation; Medical tests;
fLanguage
English
Publisher
ieee
Conference_Titel
Systems, Man, and Cybernetics, 1998. 1998 IEEE International Conference on
Conference_Location
San Diego, CA
ISSN
1062-922X
Print_ISBN
0-7803-4778-1
Type
conf
DOI
10.1109/ICSMC.1998.726728
Filename
726728
Link To Document