Mathematics & Optimization

Semi-supervised Eigenvectors for Locally-biased Learning NeurIPS 2012 Smoothing Multivariate Performance Measures JMLR 2012 Smooth-projected Neighborhood Pursuit for High-dimensional Nonparanormal Graph Estimation NeurIPS 2012 Sparse and Unique Nonnegative Matrix Factorization Through Data Preprocessing JMLR 2012 Sparse Approximate Manifolds for Differential Geometric MCMC NeurIPS 2012 Sparse Prediction with the k-Support Norm NeurIPS 2012 Spectral Clustering of Graphs with General Degrees in the Extended Planted Partition Model COLT 2012 Spectral Learning of General Weighted Automata via Constrained Matrix Completion NeurIPS 2012 Spiking and saturating dendrites differentially expand single neuron computation capacity NeurIPS 2012 State Estimation for Legged Robots - Consistent Fusion of Leg Kinematics and IMU RSS 2012 Statistical Consistency of Ranking Methods in A Rank-Differentiable Probability Space NeurIPS 2012 Stick-Breaking Beta Processes and the Poisson Process AISTATS 2012 Stochastic Bandit Based on Empirical Moments AISTATS 2012 Stochastic Gradient Descent with Only One Projection NeurIPS 2012 Stochastic optimization and sparse statistical recovery: Optimal algorithms for high dimensions NeurIPS 2012 Strategic Impatience in Go/NoGo versus Forced-Choice Decision-Making NeurIPS 2012 Structured Learning of Gaussian Graphical Models NeurIPS 2012 Structured Sparse Canonical Correlation Analysis AISTATS 2012 Structured Sparsity via Alternating Direction Methods JMLR 2012 Structure estimation for discrete graphical models: Generalized covariance matrices and their inverses NeurIPS 2012 Submodular-Bregman and the Lovász-Bregman Divergences with Applications NeurIPS 2012 Symbolic Dynamic Programming for Continuous State and Observation POMDPs NeurIPS 2012 Tensor Decomposition for Fast Parsing with Latent-Variable PCFGs NeurIPS 2012 Testing for Membership to the IFRA and the NBU Classes of Distributions AISTATS 2012 The Banana Distribution is Gaussian: A Localization Study with Exponential Coordinates RSS 2012