Papers
Risk Bounds for the Majority Vote: From a PAC-Bayesian Analysis to a Learning Algorithm
Pascal Germain, Alexandre Lacasse, Francois Laviolette et al.
Response-Based Approachability with Applications to Generalized No-Regret Problems
Andrey Bernstein, Nahum Shimkin
A Compression Technique for Analyzing Disagreement-Based Active Learning
Yair Wiener, Steve Hanneke, Ran El-Yaniv
Evolving GPU Machine Code
Cleomar Pereira da Silva, Douglas Mota Dias, Cristiana Bentes et al.
Discrete Restricted Boltzmann Machines
Guido Montúfar, Jason Morton
Generalized Hierarchical Kernel Learning
Pratik Jawanpuria, Jagarlapudi Saketha Nath, Ganesh Ramakrishnan
Regularized M-estimators with Nonconvexity: Statistical and Algorithmic Theory for Local Optima
Po-Ling Loh, Martin J. Wainwright
The flare Package for High Dimensional Linear Regression and Precision Matrix Estimation in R
Xingguo Li, Tuo Zhao, Xiaoming Yuan et al.
AD3: Alternating Directions Dual Decomposition for MAP Inference in Graphical Models
André F. T. Martins, Mário A. T. Figueiredo, Pedro M. Q. Aguiar et al.
A Classification Module for Genetic Programming Algorithms in JCLEC
Alberto Cano, José María Luna, Amelia Zafra et al.
Iterative and Active Graph Clustering Using Trace Norm Minimization Without Cluster Size Constraints
Nir Ailon, Yudong Chen, Huan Xu
Network Granger Causality with Inherent Grouping Structure
Sumanta Basu, Ali Shojaie, George Michailidis
Composite Self-Concordant Minimization
Quoc Tran-Dinh, Anastasios Kyrillidis, Volkan Cevher
Geometric Intuition and Algorithms for Ev--SVM
Álvaro Barbero, Akiko Takeda, Jorge López
An Asynchronous Parallel Stochastic Coordinate Descent Algorithm
Ji Liu, Stephen J. Wright, Christopher Ré et al.
Multimodal Gesture Recognition via Multiple Hypotheses Rescoring
Vassilis Pitsikalis, Athanasios Katsamanis, Stavros Theodorakis et al.
Multi-layered Gesture Recognition with Kinect
Feng Jiang, Shengping Zhang, Shen Wu et al.
Learning Transformations for Clustering and Classification
Qiang Qiu, Guillermo Sapiro
Online Learning via Sequential Complexities
Alexander Rakhlin, Karthik Sridharan, Ambuj Tewari
SAMOA: Scalable Advanced Massive Online Analysis
Gianmarco De Francisci Morales, Albert Bifet
Simultaneous Pursuit of Sparseness and Rank Structures for Matrix Decomposition
Qi Yan, Jieping Ye, Xiaotong Shen