218 citations · 363 across the 11 of their papers we have counts for
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cs.LG2009
Boosting through Optimization of Margin Distributions
Chunhua Shen, Hanxi Li
Boosting has attracted much research attention in the past decade. The success of boosting algorithms may be interpreted in terms of the margin theory. Recently it has been shown t…
cs.LG2009★ 132 cited
On the Dual Formulation of Boosting Algorithms
Chunhua Shen, Hanxi Li
We study boosting algorithms from a new perspective. We show that the Lagrange dual problems of AdaBoost, LogitBoost and soft-margin LPBoost with generalized hinge loss are all ent…