Regression

Nonparametric Greedy Algorithms for the Sparse Learning Problem NeurIPS 2009 Non-parametric learning to aid path planning over slopes RSS 2009 On the Consistency of Feature Selection using Greedy Least Squares Regression JMLR 2009 Orthogonal Matching Pursuit From Noisy Random Measurements: A New Analysis NeurIPS 2009 Periodic Step Size Adaptation for Single Pass On-line Learning NeurIPS 2009 Predicting the Optimal Spacing of Study: A Multiscale Context Model of Memory NeurIPS 2009 Properties of Monotonic Effects on Directed Acyclic Graphs JMLR 2009 Reconstruction of Sparse Circuits Using Multi-neuronal Excitation (RESCUME) NeurIPS 2009 Robust Nonparametric Regression with Metric-Space Valued Output NeurIPS 2009 Semi-supervised Regression using Hessian energy with an application to semi-supervised dimensionality reduction NeurIPS 2009 Sequential effects reflect parallel learning of multiple environmental regularities NeurIPS 2009 Sparse Online Learning via Truncated Gradient JMLR 2009 Sparsistent Learning of Varying-coefficient Models with Structural Changes NeurIPS 2009 Stable and Efficient Gaussian Process Calculations JMLR 2009 Structured output regression for detection with partial truncation NeurIPS 2009 Subgroup Analysis via Recursive Partitioning JMLR 2009 Submanifold density estimation NeurIPS 2009 Thresholding Procedures for High Dimensional Variable Selection and Statistical Estimation NeurIPS 2009 Time-rescaling methods for the estimation and assessment of non-Poisson neural encoding models NeurIPS 2009 Variational Gaussian-process factor analysis for modeling spatio-temporal data NeurIPS 2009 Adaptive Forward-Backward Greedy Algorithm for Sparse Learning with Linear Models NeurIPS 2008 A Library for Locally Weighted Projection Regression JMLR 2008 A New Algorithm for Estimating the Effective Dimension-Reduction Subspace JMLR 2008 An Homotopy Algorithm for the Lasso with Online Observations NeurIPS 2008 An interior-point stochastic approximation method and an L1-regularized delta rule NeurIPS 2008