Papers
Data-driven Calibration of Penalties for Least-Squares Regression
Sylvain Arlot, Pascal Massart
Distance Metric Learning for Large Margin Nearest Neighbor Classification
Kilian Q. Weinberger, Lawrence K. Saul
Using Local Dependencies within Batches to Improve Large Margin Classifiers
Volkan Vural, Glenn Fung, Balaji Krishnapuram et al.
On The Power of Membership Queries in Agnostic Learning
Vitaly Feldman
Subgroup Analysis via Recursive Partitioning
Xiaogang Su, Chih-Ling Tsai, Hansheng Wang et al.
Refinement of Reproducing Kernels
Yuesheng Xu, Haizhang Zhang
An Analysis of Convex Relaxations for MAP Estimation of Discrete MRFs
M. Pawan Kumar, Vladimir Kolmogorov, Philip H.S. Torr
Markov Properties for Linear Causal Models with Correlated Errors
Changsung Kang, Jin Tian
Exploring Strategies for Training Deep Neural Networks
Hugo Larochelle, Yoshua Bengio, Jérôme Louradour et al.
Complexity of Decentralized Control: Special Cases
Martin Allen, Shlomo Zilberstein
Efficient Bregman Range Search
Lawrence Cayton
An Integer Projected Fixed Point Method for Graph Matching and MAP Inference
Marius Leordeanu, Martial Hebert, Rahul Sukthankar
Breaking Boundaries Between Induction Time and Diagnosis Time Active Information Acquisition
Ashish Kapoor, Eric Horvitz
Segmenting Scenes by Matching Image Composites
Bryan Russell, Alyosha Efros, Josef Sivic et al.
Reading Tea Leaves: How Humans Interpret Topic Models
Jonathan Chang, Sean Gerrish, Chong Wang et al.
Whose Vote Should Count More: Optimal Integration of Labels from Labelers of Unknown Expertise
Jacob Whitehill, Ting-fan Wu, Jacob Bergsma et al.
A Bayesian Model for Simultaneous Image Clustering, Annotation and Object Segmentation
Lan Du, Lu Ren, Lawrence Carin et al.
Nonparametric Bayesian Texture Learning and Synthesis
Long Zhu, Yuanahao Chen, Bill Freeman et al.
Measuring model complexity with the prior predictive
Wolf Vanpaemel
Learning from Multiple Partially Observed Views - an Application to Multilingual Text Categorization
Massih R. Amini, Nicolas Usunier, Cyril Goutte
Beyond Convexity: Online Submodular Minimization
Elad Hazan, Satyen Kale
Human Rademacher Complexity
Xiaojin Zhu, Bryan R. Gibson, Timothy T. Rogers
Localizing Bugs in Program Executions with Graphical Models
Laura Dietz, Valentin Dallmeier, Andreas Zeller et al.