Papers
Breaking the Small Cluster Barrier of Graph Clustering
Nir Ailon, Yudong Chen, Huan Xu
Natural Image Bases to Represent Neuroimaging Data
Ashish Gupta, Murat Ayhan, Anthony Maida
Fast Max-Margin Matrix Factorization with Data Augmentation
Minjie Xu, Jun Zhu, Bo Zhang
Dependent Normalized Random Measures
Changyou Chen, Vinayak Rao, Wray Buntine et al.
Modeling Temporal Evolution and Multiscale Structure in Networks
Tue Herlau, Morten Mørup, Mikkel Schmidt
Fast Dual Variational Inference for Non-Conjugate Latent Gaussian Models
Mohammad Emtiyaz Khan, Aleksandr Aravkin, Michael Friedlander et al.
Stability and Hypothesis Transfer Learning
Ilja Kuzborskij, Francesco Orabona
Concurrent Reinforcement Learning from Customer Interactions
David Silver, Leonard Newnham, David Barker et al.
Learning Convex QP Relaxations for Structured Prediction
Jeremy Jancsary, Sebastian Nowozin, Carsten Rother
One-Pass AUC Optimization
Wei Gao, Rong Jin, Shenghuo Zhu et al.
Infinitesimal Annealing for Training Semi-Supervised Support Vector Machines
Kohei Ogawa, Motoki Imamura, Ichiro Takeuchi et al.
Robust Regression on MapReduce
Xiangrui Meng, Michael Mahoney
Quantile Regression for Large-scale Applications
Jiyan Yang, Xiangrui Meng, Michael Mahoney
Learning the Structure of Sum-Product Networks
Robert Gens, Domingos Pedro
Kernelized Bayesian Matrix Factorization
Mehmet Gönen, Suleiman Khan, Samuel Kaski
Fast Semidifferential-based Submodular Function Optimization
Rishabh Iyer, Stefanie Jegelka, Jeff Bilmes
Max-Margin Multiple-Instance Dictionary Learning
Xinggang Wang, Baoyuan Wang, Xiang Bai et al.
Stable Coactive Learning via Perturbation
Karthik Raman, Thorsten Joachims, Pannaga Shivaswamy et al.
Collective Stability in Structured Prediction: Generalization from One Example
Ben London, Bert Huang, Ben Taskar et al.
Domain Adaptation under Target and Conditional Shift
Kun Zhang, Bernhard Schölkopf, Krikamol Muandet et al.
Feature Multi-Selection among Subjective Features
Sivan Sabato, Adam Kalai
Consistency versus Realizable H-Consistency for Multiclass Classification
Phil Long, Rocco Servedio
Learning Spatio-Temporal Structure from RGB-D Videos for Human Activity Detection and Anticipation
Hema Koppula, Ashutosh Saxena
Optimization with First-Order Surrogate Functions
Julien Mairal