DocumentCode
2974697
Title
Adventures in qualitative modeling-a qualitative heart model
Author
Weinberg, Jerry B. ; Biswas, Gautam ; Weinberg, Lori A.
Author_Institution
Dept. of Comput. Sci., Vanderbilt Univ., Nashville, TN, USA
fYear
1989
fDate
14-17 Nov 1989
Firstpage
1003
Abstract
Traditional reasoning methods have found limited success in the medical domain due to their brittleness and lack of robust justification. Recent work has turned to model-based reasoning techniques to overcome these limitations. These techniques employ deep domain models and focus on qualitative reasoning. A discussion is presented of an ongoing project to develop a cardiovascular model with sophisticated reasoning mechanisms and robust explanation capabilities. The framework for the model combines J. DeKleer and J.S. Brown´s (1984) component-oriented methods and K.D. Forbus´s (1984) process-oriented ontologies. The current prototype models the electrical subsystem of the heart, and simulates normal and deviant cardiac rhythms
Keywords
cardiology; electrocardiography; inference mechanisms; physiological models; cardiovascular model; component-oriented methods; deep domain models; deviant cardiac rhythms; electrical subsystem; model-based reasoning techniques; process-oriented ontologies; qualitative heart model; Artificial intelligence; Biomedical monitoring; Cardiology; Decision making; Heart; Humans; Inference mechanisms; Mathematical model; Medical expert systems; Robustness;
fLanguage
English
Publisher
ieee
Conference_Titel
Systems, Man and Cybernetics, 1989. Conference Proceedings., IEEE International Conference on
Conference_Location
Cambridge, MA
Type
conf
DOI
10.1109/ICSMC.1989.71445
Filename
71445
Link To Document