TY - JOUR
T1 - Intelligent diagnosis systems
AU - Balakrishnan, Karthik
AU - Honavar, Vasant
N1 - Funding Information:
This research was partially supported through grants from the John Deere Foundation and the National Science Foundation (NSF IRI-9409580) to Vasant Honavar, and an IBM cooperative research fellowship to Karthik Balakrishnan.
PY - 1998
Y1 - 1998
N2 - This paper examines and compares several different approaches to the design of intelligent systems for diagnosis applications. These include expert systems (or knowledge-based systems), truth (or reason) maintenance systems, case-based reasoning systems, and inductive approaches like decision trees, artificial neural networks (or connectionist systems), and statistical pattern classification systems. Each of these approaches is 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.
AB - This paper examines and compares several different approaches to the design of intelligent systems for diagnosis applications. These include expert systems (or knowledge-based systems), truth (or reason) maintenance systems, case-based reasoning systems, and inductive approaches like decision trees, artificial neural networks (or connectionist systems), and statistical pattern classification systems. Each of these approaches is 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.
UR - http://www.scopus.com/inward/record.url?scp=0032299068&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=0032299068&partnerID=8YFLogxK
U2 - 10.1515/JISYS.1998.8.3-4.239
DO - 10.1515/JISYS.1998.8.3-4.239
M3 - Article
AN - SCOPUS:0032299068
SN - 0334-1860
VL - 8
SP - 239
EP - 290
JO - Journal of Intelligent Systems
JF - Journal of Intelligent Systems
IS - 3-4
ER -