Learning Decision Lists by Prepending Inferred Rules
G. Webb, and N. Brkic. Proceedings of the AI 93 Workshop on Machine Learning and Hybrid Systems, page 6-10. (1993)
Abstract
This paper describes a new algorithm for learning decision lists that operates by prepending successive rules to front of the list under construction. This contrasts with the original decision list induction algorithm which operates by appending successive rules to end of the list under construction. The new algorithm is demonstrated in the majority of cases to produce smaller classifiers that provide improved predictive accuracy than those produced by the original decision list induction algorithm.
%0 Conference Paper
%1 WebbBrkic93
%A Webb, G. I.
%A Brkic, N.
%B Proceedings of the AI 93 Workshop on Machine Learning and Hybrid Systems
%D 1993
%E Sestito, S.
%K Learning Prepending,Rule
%P 6-10
%T Learning Decision Lists by Prepending Inferred Rules
%X This paper describes a new algorithm for learning decision lists that operates by prepending successive rules to front of the list under construction. This contrasts with the original decision list induction algorithm which operates by appending successive rules to end of the list under construction. The new algorithm is demonstrated in the majority of cases to produce smaller classifiers that provide improved predictive accuracy than those produced by the original decision list induction algorithm.
@inproceedings{WebbBrkic93,
abstract = {This paper describes a new algorithm for learning decision lists that operates by prepending successive rules to front of the list under construction. This contrasts with the original decision list induction algorithm which operates by appending successive rules to end of the list under construction. The new algorithm is demonstrated in the majority of cases to produce smaller classifiers that provide improved predictive accuracy than those produced by the original decision list induction algorithm.},
added-at = {2016-03-20T05:42:04.000+0100},
audit-trail = {*},
author = {Webb, G. I. and Brkic, N.},
biburl = {https://www.bibsonomy.org/bibtex/2399d6f089b1baca952fdf77a219ecc92/giwebb},
booktitle = {Proceedings of the AI 93 Workshop on Machine Learning and Hybrid Systems},
editor = {Sestito, S.},
interhash = {17625b208b220d488cd201cf5e7da93e},
intrahash = {399d6f089b1baca952fdf77a219ecc92},
keywords = {Learning Prepending,Rule},
location = {Melbourne, Australia},
pages = {6-10},
timestamp = {2016-03-20T05:42:04.000+0100},
title = {Learning Decision Lists by Prepending Inferred Rules},
year = 1993
}