Papers
Regression for sets of polynomial equations
Franz Kiraly, Paul Von Buenau, Jan Muller et al.
Regularization Paths with Guarantees for Convex Semidefinite Optimization
Joachim Giesen, Martin Jaggi, Soeren Laue
Robust Multi-task Regression with Grossly Corrupted Observations
Huan Xu, Chenlei Leng
Sample Complexity of Composite Likelihood
Joseph Bradley, Carlos Guestrin
Scalable Inference on Kingman’s Coalescent using Pair Similarity
Dilan Gorur, Levi Boyles, Max Welling
Scaling up Kernel SVM on Limited Resources: A Low-rank Linearization Approach
Kai Zhang, Liang Lan, Zhuang Wang et al.
Sparse Additive Machine
Tuo Zhao, Han Liu
Sparse Higher-Order Principal Components Analysis
Genevera Allen
Sparsistency of the Edge Lasso over Graphs
James Sharpnack, Aarti Singh, Alessandro Rinaldo
SpeedBoost: Anytime Prediction with Uniform Near-Optimality
Alex Grubb, Drew Bagnell
Statistical Optimization in High Dimensions
Huan Xu, Constantine Caramanis, Shie Mannor
Statistical test for consistent estimation of causal effects in linear non-Gaussian models
Doris Entner, Patrik Hoyer, Peter Spirtes
Stick-Breaking Beta Processes and the Poisson Process
John Paisley, David Blei, Michael Jordan
Stochastic Bandit Based on Empirical Moments
Junya Honda, Akimichi Takemura
Structured Output Learning with High Order Loss Functions
Daniel Tarlow, Richard Zemel
Structured Sparse Canonical Correlation Analysis
Xi Chen, Liu Han, Jaime Carbonell
Subset Infinite Relational Models
Katsuhiko Ishiguro, Naonori Ueda, Hiroshi Sawada
Testing for Membership to the IFRA and the NBU Classes of Distributions
Radhendushka Srivastava, Ping Li, Debasis Sengupta
The adversarial stochastic shortest path problem with unknown transition probabilities
Gergely Neu, Andras Gyorgy, Csaba Szepesvari
There’s a Hole in My Data Space: Piecewise Predictors for Heterogeneous Learning Problems
Ofer Dekel, Ohad Shamir
Universal Measurement Bounds for Structured Sparse Signal Recovery
Nikhil Rao, Ben Recht, Robert Nowak
UPAL: Unbiased Pool Based Active Learning
Ravi Ganti, Alexander Gray