Balakrishnan, Karthik and Honavar, Vasant (1995) Intelligent Diagnosis Systems. Technical Report TR95-22, Department of Computer Science, Iowa State University.
Intelligent Diagnosis Systems
Karthik Balakrishnan & Vasant Honavar
Artificial Intelligence Research Group
Department of Computer Science
Iowa State University
Ames, Iowa 50011-1040
This paper examines and compares several different approaches to the design
intelligent systems for diagnosis and advising applications.
expert systems or knowledge-based systems, case-based reasoning
systems, truth (or reason) maintenance systems, statistical pattern
classification systems, decision trees, and artificial neural networks
(or connectionist systems). The key aspects of each approach are
demonstrated through the design of a system for a simple automobile
fault diagnosis task. The paper also discusses the domain characteristics
and design and performance requirements that influence
the choice of a specific technique (or a combination of techniques) for
a given application.
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