(Enter summary)
Abstract: m description length
is described in (Quinlan & Rivest 1989).
Minimal cost complexity pruning associates a complexity
parameter with the number of terminal nodes
of a decision tree. It prunes decision trees by minimizing
the linear combination of the complexity (size) of
the tree and its misclassification cost estimate (error
rate). The degree of pruning is controlled by adjusting
the weight of the complexity parameter, i.e. an increase
of this weight parameter results in heavier pruning.... (Update)
Context of citations to this paper: More
.... describe each of these issues separately and to detail our approaches within the framework of JAM [ Prodromidis, 1997; Prodromidis, Chan, Stolfo, 1999 ] JAM has been used in several experiments dealing with real world learning tasks, such as solving crucial problems in...
Cited by: More
Distributed Data Mining Systems - Prodromidis (1999)
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0.0: Cost Complexity Pruning of Ensemble Classifiers - Prodromidis, Stolfo
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0.0: Cost Complexity-based Pruning of Ensemble Classifiers - Prodromidis, Stolfo (1999)
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0.2: Distributed Data Mining in Credit Card Fraud Detection - Chan, Fan, Prodromidis.. (1999)
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0.2: Pruning Meta-Classifiers in a Distributed Data Mining System - Prodromidis (1998)
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2: Pruning meta-classifiers in a distributed data mining system
- Prodromidis, Stolfo - 1998
BibTeX entry: (Update)
Prodromidis, A., and Stolfo, S. 1999d. Minimal cost complexity pruning of meta-classifiers. In Proc. Sixteenth National Conference on Artificial Intelligence (AAAI-99). http://citeseer.ist.psu.edu/80096.html More
@inproceedings{ prodromidis99minimal,
author = "Andreas L. Prodromidis and Salvatore J. Stolfo",
title = "Minimal Cost Complexity Pruning of Meta-Classifiers",
booktitle = "{AAAI}/{IAAI}",
pages = "979",
year = "1999",
url = "citeseer.ist.psu.edu/80096.html" }
Citations (may not include all citations):
1262
Classification and Regression Trees (context) - Breiman, Friedman et al. - 1984
367
Stacked generalization
- Wolpert - 1992
185
Inferring decision trees using the minimum description lengt.. (context) - Quinlan, Rivest - 1989
Documents on the same site (http://www.cs.columbia.edu/~andreas/publications/publications.html): More
Extensible Resource Management For Cluster Computing - Islam, Prodromidis.. (1996)
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A Comparative Evaluation of Meta-Learning Strategies over.. - Prodromidis, Stolfo (1999)
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JAM: Java Agents for Meta-Learning over Distributed.. - Stolfo, Prodromidis.. (1997)
(Correct)
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