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Minimal Cost Complexity Pruning of Meta-Classifiers (1999)  (Make Corrections)  (1 citation)
Andreas L. Prodromidis Salvatore J. Stolfo Department of Computer Science...
AAAI/IAAI



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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)

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.... 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...

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Distributed Data Mining Systems - Prodromidis (1999)   (Correct)

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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

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Extensible Resource Management For Cluster Computing - Islam, Prodromidis.. (1996)   (Correct)
A Comparative Evaluation of Meta-Learning Strategies over.. - Prodromidis, Stolfo (1999)   (Correct)
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