Papers
Classifier Cascade for Minimizing Feature Evaluation Cost
Minmin Chen, Zhixiang Xu, Kilian Weinberger et al.
Complexity of Bethe Approximation
Jinwoo Shin
Consistency and Rates for Clustering with DBSCAN
Bharath Sriperumbudur, Ingo Steinwart
Constrained 1-Spectral Clustering
Syama Sundar Rangapuram, Matthias Hein
Contextual Bandit Learning with Predictable Rewards
Alekh Agarwal, Miroslav Dudik, Satyen Kale et al.
Controlling Selection Bias in Causal Inference
Elias Bareinboim, Judea Pearl
Copula Network Classifiers (CNCs)
Gal Elidan
CorrLog: Correlated Logistic Models for Joint Prediction of Multiple Labels
Wei Bian, Bo Xie, Dacheng Tao
Data dependent kernels in nearly-linear time
Guy Lever, Tom Diethe, John Shawe-Taylor
Deep Boltzmann Machines as Feed-Forward Hierarchies
Gregoire Montavon, Mikio Braun, Klaus-Robert Muller
Deep Learning Made Easier by Linear Transformations in Perceptrons
Tapani Raiko, Harri Valpola, Yann Lecun
Detecting Network Cliques with Radon Basis Pursuit
Xiaoye Jiang, Yuan Yao, Han Liu et al.
Deterministic Annealing for Semi-Supervised Structured Output Learning
Paramveer Dhillon, Sathiya Keerthi, Kedar Bellare et al.
Discriminative Mixtures of Sparse Latent Fields for Risk Management
Felix Agakov, Peter Orchard, Amos Storkey
Domain Adaptation: A Small Sample Statistical Approach
Ruslan Salakhutdinov, Sham Kakade, Dean Foster
Efficient and Exact MAP-MRF Inference using Branch and Bound
Min Sun, Murali Telaprolu, Honglak Lee et al.
Efficient Distributed Linear Classification Algorithms via the Alternating Direction Method of Multipliers
Caoxie Zhang, Honglak Lee, Kang Shin
Efficient Gaussian Process Inference for Short-Scale Spatio-Temporal Modeling
Jaakko Luttinen, Alexander Ilin
Efficient Hypergraph Clustering
Marius Leordeanu, Cristian Sminchisescu
Efficient Sampling from Combinatorial Space via Bridging
Dahua Lin, John Fisher
Error bounds for Kernel Fisher Linear Discriminant in Gaussian Hilbert space
Robert Durrant, Ata Kaban
Evaluation of marginal likelihoods via the density of states
Michael Habeck
Exact Subspace Segmentation and Outlier Detection by Low-Rank Representation
Guangcan Liu, Huan Xu, Shuicheng Yan