1.6k citations · 5.9k across the 67 of their papers we have counts for
Showing 2007Show all
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cs.IR2007★ 94 cited
Direct Optimization of Ranking Measures
Quoc Le, Alexander Smola
Web page ranking and collaborative filtering require the optimization of sophisticated performance measures. Current Support Vector approaches are unable to optimize them directly…
cs.LG2007★ 35 cited
Supervised Feature Selection via Dependence Estimation
Le Song, Alex Smola, Arthur Gretton +2
We introduce a framework for filtering features that employs the Hilbert-Schmidt Independence Criterion (HSIC) as a measure of dependence between the features and the labels. The k…
math.ST2007★ 1.6k cited
Kernel methods in machine learning
Thomas Hofmann, Bernhard Schölkopf, Alexander J. Smola
We review machine learning methods employing positive definite kernels. These methods formulate learning and estimation problems in a reproducing kernel Hilbert space (RKHS) of fun…