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Direct Optimization of Margins Improves Generalization in Combined Classifiers (1998)  (Make Corrections)  (15 citations)
Llew Mason, Peter Bartlett, Jonathan Baxter



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Abstract: Sonar Cumulative training margin distributions for AdaBoost versus our "Direct Optimization Of Margins" (DOOM) algorithm. (Update)

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BibTeX entry:   (Update)

Llew Mason, Peter Bartlett, and Jonathan Baxter. Direct optimization of margins improves generalization in combined classifiers. Technical report, Deparment of Systems Engineering, Australian National University, 1998. http://citeseer.ist.psu.edu/mason98direct.html   More

@misc{ mason98direct,
  author = "L. Mason and P. Bartlett and J. Baxter",
  title = "Direct optimization of margins improves generalization in combined classifiers",
  text = "Llew Mason, Peter Bartlett, and Jonathan Baxter. Direct optimization of
    margins improves generalization in combined classifiers. Technical report,
    Deparment of Systems Engineering, Australian National University, 1998.",
  year = "1998",
  url = "citeseer.ist.psu.edu/mason98direct.html" }
Citations (may not include all citations):
696   UCI repository of machine learning databases (context) - Keogh, BlakeandC et al. - 1998
243   Boosting the margin: a new explanation for the effectiveness.. - Schapire, Freund et al. - 1998
91   The sample complexity of pattern classification with neural .. - Bartlett - 1998
77   Boosting in the limit: Maximizing the margin of learned ense.. - Grove, Schuurmans - 1998
70   Prediction games and arcing algorithms - Breiman - 1997
43   Improved generalization through explicit optimization of mar.. - Mason, Bartlett et al. - 1998



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