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Abstract: Decision tree grafting adds nodes to inferred decision trees. Previous research has demonstrated that appropriate grafting techniques can improve predictive accuracy across a wide cross-selection of domains. However, previous decision tree grafting systems are demonstrated to have a serious deficiency for some data sets containing missing values. This problem arises due to the method for handling missing values employed by C4.5, in which the grafting systems have been embedded. This paper... (Update)
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.... Kong, 1995; Ali, 1996; Chan, Stolfo, Wolpert, 1996; Schapire, Freund, Bartlett, Lee, 1997; Bauer Kohavi, 1999; Zheng Webb, 1998a; 1998b) Committee learning induces multiple individual classifiers to form a committee by repeated application of a single base...
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BibTeX entry: (Update)
Webb, G.I. 1998. The Problem of Missing Values in Decision Tree Grafting. In Proceedings of the Tenth Australian Joint Conference on Artificial Intelligence, Berlin: Springer-Verlag (available at http://www3.cm.deakin.edu.au/~webb/Papers/graftmv.ps.Z). http://citeseer.ist.psu.edu/webb98problem.html More
@inproceedings{ webb98problem,
author = "Geoffrey I. Webb",
title = "The Problem of Missing Values in Decision Tree Grafting",
booktitle = "Australian Joint Conference on Artificial Intelligence",
pages = "273-283",
year = "1998",
url = "citeseer.ist.psu.edu/webb98problem.html" }
Citations (may not include all citations):2177 Programs for Machine Learning (context) - Quinlan - 1993
1262 Classification and Regression Trees (context) - Breiman, Friedman et al. - 1984
667 UCI repository of machine learning databases (context) - Merz, Murphy - 1998
657 Bagging predictors - Breiman - 1996
273 The strength of weak learnability - Schapire - 1990
183 Solving multiclass learning problems via error-correcting ou.. - Dietterich, Bakiri - 1994
59 A decision-theoretic generalization of online learning and a.. (context) - Freund, Schapire - 1995
57 Multiple decision trees (context) - Kwok, Carter - 1990
41 Learning decision rules in noisy domains (context) - Niblett, Bratko - 1986
30 Further experimental evidence against the utility of Occam's.. - Webb - 1996
25 On pruning and averaging decision trees - Oliver, Hand - 1995
8 On learning decision committees (context) - Nock, Gascuel - 1995
7 Decision tree grafting - Webb - 1997
6 On learning multiple descriptions of a concept - Ali, Brunk et al. - 1994
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