Toward a Science of Expert Systems

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Toward a Science of Expert Systems +  Has identifier

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Toward a Science of Expert Systems

Bibtype  techreport

Has publishing details  1986

Has title  Toward a Science of Expert Systems

Has where published  KSL-86-75

Has year  1986

Title  Toward a Science of Expert Systems

Year  1986

Abstract  Over the last several years, teams working Over the last several years, teams working on expert systems have been exploring formal approaches for belief revision and information acquisition. The formalization of major components of expert systems operation is useful for understanding and characterizing system behavior and for predicting changes with modification. Formalization also facilitates the involvement of investigators in more well-developed disciplines such as statistics. While the use of formal methodologies for diagnostic problem solving is attractive because of the generality, power, and axiomatic basis of inference, the methodologies have been criticized for making inferences that are difficult to understand and explain. I shall focus on the problem of explaining formal reasoning methodologies. The PATHFINDER system for pathology diagnosis is presented as an example of current research on aspects of the use of formal methodologies in expert systems. I will demonstrate that a formal system is amenable to controlled degradation to enhance its explanation capability. ion to enhance its explanation capability.

Note  Journal Memo 8 pages.

Author  Eric Horvitz +

Has author  Eric Horvitz +

Has identifier  Toward a Science of Expert Systems +

Institution  Knowledge Systems, AI Laboratory +

Ksl tr id  Toward a Science of Expert Systems +

Number  Toward a Science of Expert Systems +

Process note  YES +

Categories  KSL Technical Report +, Publication +, Technical Report +

 

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