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Abstract: (250 word maximum): We analyze the mechanism of stacking and point out the conflict problem. Two methods to reduce conflicts are discussed and their equivalence is established. We propose the Recursive-Stacking Algorithm to solve conflicts and demonstrate its effectiveness using two artificial data sets and two real world data sets. Keywords: Conflict, Stacking, Recursive Stacking Email address of contact author: wfan@cs.columbia.edu Phone number of contact author: 212-939-7078 Multiple... (Update)
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BibTeX entry: (Update)
@misc{ fan-recursivestacking,
author = "David W. Fan and Salvatore J. Stolfo and et al.",
title = "Recursive-Stacking To Improve The Accuracy of Combined Classifiers",
url = "citeseer.ist.psu.edu/215298.html" }
Citations (may not include all citations):32 Introduction to IND and Recursive Partitioning (context) - Buntime, Caruana
26 Department of Computer Science - An, Approach et al. - 1996
7 Neural Networks (context) - Stacked
4 On Explaining Degree of Error Reduction due to Combining Mul.. - Ali
3 Chan JAM: Java Agents for Metalearning over Distributed Data.. (context) - Stolfo, Prodromidis et al. - 1997
3 Chan Credit Card Fraud Detection Using Metalearning: Issues .. (context) - Stolfo, Fan et al. - 1997
2 Jacob Hierarchical Mixtures of Experts and the EM Algorithm (context) - Jordan
2 International Journal of Forcasting (context) - Combining, Review et al.
2 Lane Creating and Exploiting Coverage and Diversity Integrat.. (context) - Brodley
2 School of Industrial Engineering (context) - Optimal, of et al. - 1993
2 Stolfo A Comparative Evaluation of Combiner and Stacked Gene.. (context) - Fan, Chan
1 submitted for publication (context) - Machine, Research et al. - 1997
1 Stolfo On different aspects of Recursive-Stacking to be subm.. (context) - Fan, Chan
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