Induction of Partial Orders Beats Classification: Improvements to the Cirrus Protocol Analysis System
CARNEGIE-MELLON UNIV PITTSBURGH PA ARTIFICIAL INTELLIGENCE AND PSYCHOLOGY PROJECT
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In this paper, we discuss Cirrus, a semi-automated data analysis and model formation system. Cirrus starts with a half-order model for a data set, and induces the remaining knowledge necessary to turn the model into one which can reproduce subjects Protocols. This knowledge takes the form of scheduling strategies for selecting tasks from an unordered agenda. The first implementation of the system, Cirrus-I, used a standard concept formation approach, with ID3 as the induction algorithm. Drawbacks of Cirrus-I led to the development of Cirrus-II, which is based on induction of a partial order. This approach appears to be applicable to many standard classification problems. Moreover, results from computational experiments on a pilot data set indicate that Cirrus-II, outperforms human analysts. Keywords Machine learning Artificial intelligence Protocol analysis.