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The CN2 Induction Algorithm (1989)
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by
Peter Clark
,
Tim Niblett
| Venue: | MACHINE LEARNING |
| Citations: | 883 - 6 self |
BibTeX
@INPROCEEDINGS{Clark89thecn2,
author = {Peter Clark and Tim Niblett},
title = {The CN2 Induction Algorithm},
booktitle = {MACHINE LEARNING},
year = {1989},
pages = {261--283},
publisher = {}
}
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Abstract
Systems for inducing concept descriptions from examples are valuable tools for assisting in the task of knowledge acquisition for expert systems. This paper presents a description and empirical evaluation of a new induction system, cn2, designed for the efficient induction of simple, comprehensible production rules in domains where problems of poor description language and/or noise may be present. Implementations of the cn2, id3 and aq algorithms are compared on three medical classification tasks.
