J. R. Quinlan, R. M. Cameron-Jones  Home/Search
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Abstract: When learning classifiers, more extensive search for rules is shown to lead to lower predictive accuracy on many of the real-world domains investigated. This counter-intuitive result is particularly relevant to recent systematic search methods that use risk-free pruning to achieve the same outcome as exhaustive search. We propose an iterated search method that commences with greedy search, extending its scope at each iteration until a stopping criterion is satisfied. This layered search is... (Update)
Context of citations to this paper: More
.... methods attempt to establish a decision at a node by analyzing the classifiability of instances along each of the branches of a split [19] [21] Surprisingly, mixed results (ranging from look ahead makes no difference to look ahead produces larger trees [21] are reported...
...j that is identical to a state F i except for the order in which features appear, e.g. F j = x 3 x 5 x 1 . 2. A global pruning technique [27, 17], Line 5, Fig. 5. Define F best as the best explored monomial according to some impurity measure H (e.g. entropy) such that, for...
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BibTeX entry: (Update)
Quinlan, J. R. and Cameron-Jones, R. M. Oversearching and layered search in empirical learning. In Proceedings of the 14th International Joint Conference on Artificial Intelligence, pages 1019--1024, Montreal, Canada, August 1995. http://citeseer.ist.psu.edu/quinlan95oversearching.html More
@inproceedings{ quinlan95oversearching,
author = "J. Ross Quinlan and R. Mike Cameron-Jones",
title = "Oversearching and Layered Search in Empirical Learning",
booktitle = "{IJCAI}",
pages = "1019-1024",
year = "1995",
url = "citeseer.ist.psu.edu/quinlan95oversearching.html" }
Citations (may not include all citations):1262 Classification and Regression Trees (context) - Breiman, Friedman et al. - 1984
281 Programs for Machine Learning (context) - Quinlan - 1993
233 The cn2 induction algorithm - Clark, Niblett - 1989
149 Information Processing Letters (context) - Blumer, Ehrenfeucht et al. - 1987
87 Overfitting avoidance as bias - Schaffer - 1993
55 Pattern recognition as rule-guided inductive inference (context) - Michalski - 1980
46 Learning logical definitions from relations (context) - Quinlan - 1990
42 Efficiently inducing determinations: a complete and systemat.. - Schlimmer - 1993
38 Exploring the decision forest: an empirical investigation of.. - Murphy, Pazzani - 1994
31 An SE-tree based characterization of the induction problem - Rymon - 1993
25 Generalization as search (context) - Mitchell - 1982
19 Inferring decision trees using the Minimum Description Lengt.. (context) - Quinlan, Rivest - 1989
15 Systematic search for categorical attribute-value data-drive.. - Webb - 1993
6 Minimum description length instance-based learning (context) - Cameron-Jones - 1992
1 and Philip Stone (context) - Hunt, Marin - 1966
The graph only includes citing articles where the year of publication is known.
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