Papers
Regularization Techniques for Learning with Matrices
Sham M. Kakade, Shai Shalev-Shwartz, Ambuj Tewari
Entropy Search for Information-Efficient Global Optimization
Philipp Hennig, Christian J. Schuler
Variational Multinomial Logit Gaussian Process
Kian Ming A. Chai
Manifold Identification in Dual Averaging for Regularized Stochastic Online Learning
Sangkyun Lee, Stephen J. Wright
glm-ie: Generalised Linear Models Inference & Estimation Toolbox
Hannes Nickisch
Restricted Strong Convexity and Weighted Matrix Completion: Optimal Bounds with Noise
Sahand Negahban, Martin J. Wainwright
Mixability is Bayes Risk Curvature Relative to Log Loss
Tim van Erven, Mark D. Reid, Robert C. Williamson
A Model of the Perception of Facial Expressions of Emotion by Humans: Research Overview and Perspectives
Aleix Martinez, Shichuan Du
Structured Sparsity via Alternating Direction Methods
Zhiwei Qin, Donald Goldfarb
Feature Selection via Dependence Maximization
Le Song, Alex Smola, Arthur Gretton et al.
On Ranking and Generalization Bounds
Wojciech Rejchel
Transfer in Reinforcement Learning via Shared Features
George Konidaris, Ilya Scheidwasser, Andrew Barto
Query Strategies for Evading Convex-Inducing Classifiers
Blaine Nelson, Benjamin I. P. Rubinstein, Ling Huang et al.
Minimax Manifold Estimation
Christopher Genovese, Marco Perone-Pacifico, Isabella Verdinelli et al.
A Geometric Approach to Sample Compression
Benjamin I.P. Rubinstein, J. Hyam Rubinstein
A Multi-Stage Framework for Dantzig Selector and LASSO
Ji Liu, Peter Wonka, Jieping Ye
Towards Integrative Causal Analysis of Heterogeneous Data Sets and Studies
Ioannis Tsamardinos, Sofia Triantafillou, Vincenzo Lagani
Analysis of a Random Forests Model
Gérard Biau
The huge Package for High-dimensional Undirected Graph Estimation in R
Tuo Zhao, Han Liu, Kathryn Roeder et al.
Consistent Model Selection Criteria on High Dimensions
Yongdai Kim, Sunghoon Kwon, Hosik Choi
Positive Semidefinite Metric Learning Using Boosting-like Algorithms
Chunhua Shen, Junae Kim, Lei Wang et al.