Papers
On the Sample Complexity of Robust PCA
Matthew Coudron, Gilad Lerman
Fused sparsity and robust estimation for linear models with unknown variance
Arnak Dalalyan, Yin Chen
Cocktail Party Processing via Structured Prediction
Yuxuan Wang, Deliang Wang
MAP Inference in Chains using Column Generation
David Belanger, Alexandre Passos, Sebastian Riedel et al.
Dimensionality Dependent PAC-Bayes Margin Bound
Chi Jin, Liwei Wang
A Generative Model for Parts-based Object Segmentation
S. Eslami, Christopher Williams
Link Prediction in Graphs with Autoregressive Features
Emile Richard, Stephane Gaiffas, Nicolas Vayatis
Scaled Gradients on Grassmann Manifolds for Matrix Completion
Thanh Ngo, Yousef Saad
Learning with Recursive Perceptual Representations
Oriol Vinyals, Yangqing Jia, Li Deng et al.
Spectral Learning of General Weighted Automata via Constrained Matrix Completion
Borja Balle, Mehryar Mohri
MCMC for continuous-time discrete-state systems
Vinayak Rao, Yee W. Teh
Cost-Sensitive Exploration in Bayesian Reinforcement Learning
Dongho Kim, Kee-eung Kim, Pascal Poupart
Strategic Impatience in Go/NoGo versus Forced-Choice Decision-Making
Pradeep Shenoy, Angela J. Yu
Image Denoising and Inpainting with Deep Neural Networks
Junyuan Xie, Linli Xu, Enhong Chen
Near-Optimal MAP Inference for Determinantal Point Processes
Jennifer Gillenwater, Alex Kulesza, Ben Taskar
Joint Modeling of a Matrix with Associated Text via Latent Binary Features
Xianxing Zhang, Lawrence Carin
Structure estimation for discrete graphical models: Generalized covariance matrices and their inverses
Po-ling Loh, Martin J. Wainwright
Large Scale Distributed Deep Networks
Jeffrey Dean, Greg Corrado, Rajat Monga et al.
Augment-and-Conquer Negative Binomial Processes
Mingyuan Zhou, Lawrence Carin
Factorial LDA: Sparse Multi-Dimensional Text Models
Michael Paul, Mark Dredze
Learning High-Density Regions for a Generalized Kolmogorov-Smirnov Test in High-Dimensional Data
Assaf Glazer, Michael Lindenbaum, Shaul Markovitch
Learning Halfspaces with the Zero-One Loss: Time-Accuracy Tradeoffs
Aharon Birnbaum, Shai S. Shwartz
Symmetric Correspondence Topic Models for Multilingual Text Analysis
Kosuke Fukumasu, Koji Eguchi, Eric P. Xing
Mixability in Statistical Learning
Tim V. Erven, Peter Grünwald, Mark D. Reid et al.
Compressive Sensing MRI with Wavelet Tree Sparsity
Chen Chen, Junzhou Huang