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Most Influential AAAI 1984 Paper · 2026-03 edition

Classification Problem Solving

William J. Clancey

Venue
AAAI Conference on Artificial Intelligence (AAAI) 1984
Recognition
Most Influential AAAI 1984 Paper (Rank No. 3)
Edition
2026-03
Impact factor
5
Certificate ID
d60ac91bcec3373c

Abstract

A broad range of heuristic programs-embracing forms of diagnosis, catalog selection, and skeletal planning-accomplish a kind of well-structured problem solving called classification. These programs have characteristic inference structure that systematically relates data to pre-enumerated set of solutions by abstraction, heuristic association, and refinement. This level of description specifies the knowledge needed to solve a problem, independent of its representation in a particular computer language. The classification problem-solving model provides a useful framework for recognizing and representing similar problems, for designing representation tools, and for understanding why non-classification problems require different problem-solving methods.

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