Reducing Multiclass to Binary: A Unifying Approach for Margin Classifiers (2000)

by Erin L. Allwein , Robert E. Schapire , Yoram Singer , Pack Kaelbling
Venue:Journal of Machine Learning Research
Citations:419 - 20 self

Active Bibliography

110 An introduction to boosting and leveraging – Ron Meir, Gunnar Rätsch - 2003
161 On the Learnability and Design of Output Codes for Multiclass Problems – Koby Crammer, Yoram Singer - 2000
Intrinsic Geometries in Learning – Richard Nock, Frank Nielsen
564 A Short Introduction to Boosting – Yoav Freund, Robert E. Schapire - 1999
1 OPTIMIZATION FOR SPARSE AND ACCURATE CLASSIFIERS – Noam Goldberg - 2010
7 The Margin Vector, Admissible Loss and Multi-class Margin-based Classifiers – Hui Zou, Trevor Hastie, Ji Zhu
1 A review of RKHS methods in machine learning – Thomas Hofmann, Bernhard Schölkopf, Alexander J. Smola - 2006
41 Constructing Boosting Algorithms from SVMs: An Application to One-class Classification – Gunnar Rätsch, Sebastian Mika, Bernhard Schölkopf, Klaus-Robert Müller - 2002
3 Evolving output codes for multiclass problems – Nicolás García-pedrajas, Colin Fyfe - 2008
698 Improved Boosting Algorithms Using Confidence-rated Predictions – Robert E. Schapire , Yoram Singer - 1999
53 Parameter Estimation for Statistical Parsing Models: Theory and Practice of Distribution-Free Methods – Michael Collins - 2001
19 Barrier Boosting – Gunnar Rätsch, Manfred Warmuth, Sebastian Mika, Takashi Onoda, Steven Lemm, Klaus-Robert Müller
50 Theoretical Views of Boosting and Applications – Robert E. Schapire - 1999
256 Soft Margins for AdaBoost – Gunnar Rätsch, Takashi Onoda, Klaus-R. Müller - 1998
8 Bregman divergences and surrogates for learning – Richard Nock, Frank Nielsen
3 Efficient Multiclass Boosting Classification with Active Learning – Jian Huang, Seyda Ertekin, Yang Song, Hongyuan Zha, C. Lee Giles
11 Pairwise Classification as an Ensemble Technique – Johannes Fürnkranz - 2002
Real boosting a la Carte with an application to boosting Oblique Decision Trees – Claudia Henry, Richard Nock, Frank Nielsen - 2007
3 IReal boosting a la Carte with an application to boosting Oblique Decision Trees – Claudia Henry, Richard Nock - 2007