Feature Selection

Identifying Alzheimer's Disease-Related Brain Regions from Multi-Modality Neuroimaging Data using Sparse Composite Linear Discrimination Analysis NeurIPS 2011 Learning Higher-Order Graph Structure with Features by Structure Penalty NeurIPS 2011 Nearest Neighbor based Greedy Coordinate Descent NeurIPS 2011 On fast approximate submodular minimization NeurIPS 2011 On Learning Discrete Graphical Models using Group-Sparse Regularization AISTATS 2011 On the accuracy of l1-filtering of signals with block-sparse structure NeurIPS 2011 Projection onto A Nonnegative Max-Heap NeurIPS 2011 Target Neighbor Consistent Feature Weighting for Nearest Neighbor Classification NeurIPS 2011 Tight conditions for consistent variable selection in high dimensional nonparametric regression COLT 2011 Accounting for network effects in neuronal responses using L1 regularized point process models NeurIPS 2010 A Primal-Dual Algorithm for Group Sparse Regularization with Overlapping Groups NeurIPS 2010 A Regularization Approach to Nonlinear Variable Selection AISTATS 2010 Block Variable Selection in Multivariate Regression and High-dimensional Causal Inference NeurIPS 2010 Convex Structure Learning in Log-Linear Models: Beyond Pairwise Potentials AISTATS 2010 Efficient and Robust Feature Selection via Joint ℓ2,1-Norms Minimization NeurIPS 2010 Exclusive Lasso for Multi-task Feature Selection AISTATS 2010 Feature Selection using Multiple Streams AISTATS 2010 Local Causal and Markov Blanket Induction for Causal Discovery and Feature Selection for Classification Part I: Algorithms and Empirical Evaluation JMLR 2010 Moreau-Yosida Regularization for Grouped Tree Structure Learning NeurIPS 2010 Multi-Stage Dantzig Selector NeurIPS 2010 Multivariate Dyadic Regression Trees for Sparse Learning Problems NeurIPS 2010 Probabilistic Multi-Task Feature Selection NeurIPS 2010 Structured sparsity-inducing norms through submodular functions NeurIPS 2010 Sufficient Conditions for Generating Group Level Sparsity in a Robust Minimax Framework NeurIPS 2010 The Feature Selection Path in Kernel Methods AISTATS 2010