Papers
Higher Order Priors for Joint Intrinsic Image, Objects, and Attributes Estimation
Vibhav Vineet, Carsten Rother, Philip Torr
Generalizing Analytic Shrinkage for Arbitrary Covariance Structures
Daniel Bartz, Klaus-Robert Müller
High-Dimensional Gaussian Process Bandits
Josip Djolonga, Andreas Krause, Volkan Cevher
A* Lasso for Learning a Sparse Bayesian Network Structure for Continuous Variables
Jing Xiang, Seyoung Kim
Exact and Stable Recovery of Pairwise Interaction Tensors
Shouyuan Chen, Michael R Lyu, Irwin King et al.
Dirty Statistical Models
Eunho Yang, Pradeep K Ravikumar
Multiscale Dictionary Learning for Estimating Conditional Distributions
Francesca Petralia, Joshua T Vogelstein, David B Dunson
Lasso Screening Rules via Dual Polytope Projection
Jie Wang, Jiayu Zhou, Peter Wonka et al.
The Total Variation on Hypergraphs - Learning on Hypergraphs Revisited
Matthias Hein, Simon Setzer, Leonardo Jost et al.
Sensor Selection in High-Dimensional Gaussian Trees with Nuisances
Daniel S Levine, Jonathan P How
A Deep Architecture for Matching Short Texts
Zhengdong Lu, Hang Li
Matrix Completion From any Given Set of Observations
Troy Lee, Adi Shraibman
Similarity Component Analysis
Soravit Changpinyo, Kuan Liu, Fei Sha
Bellman Error Based Feature Generation using Random Projections on Sparse Spaces
Mahdi Milani Fard, Yuri Grinberg, Amir-massoud Farahmand et al.
Near-optimal Anomaly Detection in Graphs using Lovasz Extended Scan Statistic
James L Sharpnack, Akshay Krishnamurthy, Aarti Singh
Analyzing the Harmonic Structure in Graph-Based Learning
Xiao-Ming Wu, Zhenguo Li, Shih-Fu Chang
Distributed Submodular Maximization: Identifying Representative Elements in Massive Data
Baharan Mirzasoleiman, Amin Karbasi, Rik Sarkar et al.
Bayesian Mixture Modelling and Inference based Thompson Sampling in Monte-Carlo Tree Search
Aijun Bai, Feng Wu, Xiaoping Chen
The Power of Asymmetry in Binary Hashing
Behnam Neyshabur, Nati Srebro, Ruslan Salakhutdinov et al.
Statistical Active Learning Algorithms
Maria-Florina F Balcan, Vitaly Feldman
Adaptive Anonymity via b-Matching
Krzysztof M Choromanski, Tony Jebara, Kui Tang
Variational Planning for Graph-based MDPs
Qiang Cheng, Qiang Liu, Feng Chen et al.
Correlated random features for fast semi-supervised learning
Brian McWilliams, David Balduzzi, Joachim M Buhmann