Papers
Optimistic Planning in Markov Decision Processes Using a Generative Model
Balázs Szörényi, Gunnar Kedenburg, Remi Munos
Testing Unfaithful Gaussian Graphical Models
De Wen Soh, Sekhar C Tatikonda
Generalized Unsupervised Manifold Alignment
Zhen Cui, Hong Chang, Shiguang Shan et al.
Fast Kernel Learning for Multidimensional Pattern Extrapolation
Andrew G Wilson, Elad Gilboa, Arye Nehorai et al.
Bounded Regret for Finite-Armed Structured Bandits
Tor Lattimore, Remi Munos
Generative Adversarial Nets
Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza et al.
Analysis of Learning from Positive and Unlabeled Data
Marthinus C du Plessis, Gang Niu, Masashi Sugiyama
From MAP to Marginals: Variational Inference in Bayesian Submodular Models
Josip Djolonga, Andreas Krause
Efficient Optimization for Average Precision SVM
Pritish Mohapatra, C.V. Jawahar, M. Pawan Kumar
Distributed Parameter Estimation in Probabilistic Graphical Models
Yariv D Mizrahi, Misha Denil, Nando de Freitas
Discovering Structure in High-Dimensional Data Through Correlation Explanation
Greg Ver Steeg, Aram Galstyan
A Multiplicative Model for Learning Distributed Text-Based Attribute Representations
Ryan Kiros, Richard Zemel, Ruslan Salakhutdinov
Estimation with Norm Regularization
Arindam Banerjee, Sheng Chen, Farideh Fazayeli et al.
Active Learning and Best-Response Dynamics
Maria-Florina F Balcan, Christopher Berlind, Avrim Blum et al.
A Latent Source Model for Online Collaborative Filtering
Guy Bresler, George H Chen, Devavrat Shah
On Integrated Clustering and Outlier Detection
Lionel Ott, Linsey Pang, Fabio T Ramos et al.
PAC-Bayesian AUC classification and scoring
James Ridgway, Pierre Alquier, Nicolas Chopin et al.
Zero-shot recognition with unreliable attributes
Dinesh Jayaraman, Kristen Grauman
Divide-and-Conquer Learning by Anchoring a Conical Hull
Tianyi Zhou, Jeff A. Bilmes, Carlos Guestrin
Efficient Minimax Signal Detection on Graphs
Jing Qian, Venkatesh Saligrama
Improved Distributed Principal Component Analysis
Yingyu Liang, Maria-Florina F Balcan, Vandana Kanchanapally et al.
Mode Estimation for High Dimensional Discrete Tree Graphical Models
Chao Chen, Han Liu, Dimitris Metaxas et al.
Sparse PCA with Oracle Property
Quanquan Gu, Zhaoran Wang, Han Liu
Reducing the Rank in Relational Factorization Models by Including Observable Patterns
Maximilian Nickel, Xueyan Jiang, Volker Tresp
Greedy Subspace Clustering
Dohyung Park, Constantine Caramanis, Sujay Sanghavi