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COLT
2001
Springer
15 years 2 months ago
Data-Dependent Margin-Based Generalization Bounds for Classification
Balázs Kégl, Tamás Linder, G&...
ICML
2004
IEEE
15 years 10 months ago
Margin based feature selection - theory and algorithms
Feature selection is the task of choosing a small set out of a given set of features that capture the relevant properties of the data. In the context of supervised classification ...
Ran Gilad-Bachrach, Amir Navot, Naftali Tishby
IDA
2002
Springer
14 years 9 months ago
Boosting strategy for classification
This paper introduces a strategy for training ensemble classifiers by analysing boosting within margin theory. We present a bound on the generalisation error of ensembled classifi...
Huma Lodhi, Grigoris J. Karakoulas, John Shawe-Tay...