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An Appraisal of a Decision Tree Approach to Image Classification

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Proceedings of the Eighth International Joint Conference on Artificial Intelligence. Learning and Knowledge Acquisition. Pages 473-474.

Abstract

This paper investigates the applicability to a shape-recognition problem of a concept learning algorithm which generates decis i on rules from examples. A comprehensive analysis of this a l gorithm applied to an industrial vision problem is described . This problem has no obvious ·best ' solution and much effort has been devoted to performing a realistic appraisal of the algorithm by making a detailed set of comparisons with the performances of appropriate alternative classifiers . Results presented show the algorithm to be comparable in performance with the alternat i ve classifiers but superior in terms of both the cost of making a class i fication and also the intelligibility of the solution.

B. A. Shepherd. 1983. An Appraisal of a Decision Tree Approach to Image Classification. In Proceedings of the Eighth International Joint Conference on Artificial Intelligence, IJCAI-83. IJCAI, 473–474. https://ijcai.org/proceedings/1983/116
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