Notes
People
Publications: (Almost complete bibfile)
Estimating Labels from Label Proportions.
ICML, 2008.
[PDF]
Topics: Gaussian Process classification, transduction, semi-supervised learning, prior knowledge.
COFI RANK - Maximum Margin Matrix Factorization for Collaborative Ranking.
NIPS 20, 2008.
[PDF]
Topics: ranking, collaborative-filtering, structured outputs, optimization.
Bundle methods for machine learning.
NIPS 20, 2008.
[PDF]
[Appendix]
[NIPS spotlight]
Topics: optimization, theory.
Large margin optimization of ranking measures.
NIPS Workshop: Machine Learning for Web Search, 2007.
[PDF]
Topics: ranking, structured outputs.
Direct optimization or ranking measures.
NICTA Tech report, 2007.
[PDF]
Topics: ranking, structured outputs.
Learning graph matching.
ICCV, 2007.
[PDF] [Oral presentation].
Topics: graph matching, max-margin structured outputs, vision.
A Scalable Modular Convex Solver for Regularized Risk Minimization.
KDD, 2007.
[PDF],
[Code]
Topics: large-scale optimization, open-source software.
Transductive Gaussian Process Regression with Automatic Model Selection.
ECML, 2006.
Best paper award.
Topics: Gaussian Process regression, transduction.
Learning to Rank with nonsmooth cost functions.
NIPS 19, 2007.
[PDF]
Topics: ranking, neural networks.
Simpler knowledge-based Support Vector Machines.
ICML, 2006. [PDF]
Topics: prior knowledge, non-convex optimization.
Large-Scale Multiclass Transduction.
NIPS 18, 2006. [PDF]
Topics: Gaussian Process classification, multiclass, transduction.
Heteroscedastic Gaussian Process Regression.
ICML, 2005. [PDF]
Topics: Gaussian Process regression.
Nonparametric quantile estimation.
JMLR 7, 2006. [old PDF], [PDF]
Topics: quantile estimation, median estimation, theory.
Nonparametric quantile estimation. NICTA Technical report, 2005.
[PDF]
Topics: quantile estimation, median estimation, theory.
Kernel Methods for Graphs.
Mining Graph Data. L. Holder, D. Cook (editors), 2005.
Topics: Gaussian Process classification, graphs.
A Short Tour of Kernel Methods for Graphs.
Tech report. 2006. [PDF]
Topics: Gaussian Process classification, graphs.
Talks
Software
Links
Misc