Papers
Phone Recognition with the Mean-Covariance Restricted Boltzmann Machine
George Dahl, Marc'aurelio Ranzato, Abdel-rahman Mohamed et al.
An Approximate Inference Approach to Temporal Optimization in Optimal Control
Konrad Rawlik, Marc Toussaint, Sethu Vijayakumar
Throttling Poisson Processes
Uwe Dick, Peter Haider, Thomas Vanck et al.
Rates of convergence for the cluster tree
Kamalika Chaudhuri, Sanjoy Dasgupta
Optimal learning rates for Kernel Conjugate Gradient regression
Gilles Blanchard, Nicole Krämer
Robust Clustering as Ensembles of Affinity Relations
Hairong Liu, Longin J. Latecki, Shuicheng Yan
CUR from a Sparse Optimization Viewpoint
Jacob Bien, Ya Xu, Michael W. Mahoney
Multitask Learning without Label Correspondences
Novi Quadrianto, James Petterson, Tibério S. Caetano et al.
Unsupervised Kernel Dimension Reduction
Meihong Wang, Fei Sha, Michael I. Jordan
Random Walk Approach to Regret Minimization
Hariharan Narayanan, Alexander Rakhlin
Approximate Inference by Compilation to Arithmetic Circuits
Daniel Lowd, Pedro Domingos
MAP estimation in Binary MRFs via Bipartite Multi-cuts
Sashank J. Reddi, Sunita Sarawagi, Sundar Vishwanathan
Shadow Dirichlet for Restricted Probability Modeling
Bela Frigyik, Maya Gupta, Yihua Chen
Parallelized Stochastic Gradient Descent
Martin Zinkevich, Markus Weimer, Lihong Li et al.
Joint Cascade Optimization Using A Product Of Boosted Classifiers
Leonidas Lefakis, Francois Fleuret
An analysis on negative curvature induced by singularity in multi-layer neural-network learning
Eiji Mizutani, Stuart Dreyfus
Feature Construction for Inverse Reinforcement Learning
Sergey Levine, Zoran Popovic, Vladlen Koltun
LSTD with Random Projections
Mohammad Ghavamzadeh, Alessandro Lazaric, Odalric Maillard et al.
Tree-Structured Stick Breaking for Hierarchical Data
Zoubin Ghahramani, Michael I. Jordan, Ryan P. Adams
Structural epitome: a way to summarize one’s visual experience
Nebojsa Jojic, Alessandro Perina, Vittorio Murino
A unified model of short-range and long-range motion perception
Shuang Wu, Xuming He, Hongjing Lu et al.
Factorized Latent Spaces with Structured Sparsity
Yangqing Jia, Mathieu Salzmann, Trevor Darrell
Static Analysis of Binary Executables Using Structural SVMs
Nikos Karampatziakis
Segmentation as Maximum-Weight Independent Set
William Brendel, Sinisa Todorovic
Multiple Kernel Learning and the SMO Algorithm
Zhaonan Sun, Nawanol Ampornpunt, Manik Varma et al.