250 citations · 383 across the 4 of their papers we have counts for
4 papers
Robust Near-Isometric Matching via Structured Learning of Graphical Models
Julian J. McAuley, Tiberio S. Caetano, Alexander J. Smola
Models for near-rigid shape matching are typically based on distance-related features, in order to infer matches that are consistent with the isometric assumption. However, real sh…
A Kernel Method for the Two-Sample Problem
Arthur Gretton, Karsten Borgwardt, Malte J. Rasch +2
We propose a framework for analyzing and comparing distributions, allowing us to design statistical tests to determine if two samples are drawn from different distributions. Our te…
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…
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…