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An analysis of generalization as search problem
Technical documentation   Open access

An analysis of generalization as search problem

Tom M. Mitchell
Rutgers University
1979
DOI:
https://doi.org/10.7282/t3-mj5n-c557

Abstract

Generalization Induction Search Inductive inference Machine Learning
The problem of concept learning, or forming a general description of a class of objects given a set of examples and non-examples, is viewed here as a search problem. Existing programs that generalize from examples are characterized in terms of the classes of search strategies that they employ. Several classes of search strategies are then analyzed and compared in terms of their relative capabilities and computational complexities.
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