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Continuous Optimization

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Papers

Control of Robotic Mobility-On-Demand Systems: a Queueing-Theoretical Perspective RSS 2014
Stiction Compensation in Agonist-Antagonist Variable Stiffness Actuators RSS 2014
An Online Sparsity-Cognizant Loop-Closure Algorithm for Visual Navigation RSS 2014
Efficient Inference of Continuous Markov Random Fields with Polynomial Potentials NIPS 2014
An Automata-Theoretic Approach to the Vehicle Routing Problem RSS 2014
Learning to locate from demonstrated searches RSS 2014
Convex vs Non-Convex Estimators for Regression and Sparse Estimation: the Mean Squared Error Properties of ARD and GLasso JMLR 2014
Convex Total Least Squares ICML 2014
Making the Most of Bag of Words: Sentence Regularization with Alternating Direction Method of Multipliers ICML 2014
Nonlinear Graph Sparsification for SLAM RSS 2014
Efficient Minimax Signal Detection on Graphs NIPS 2014
The FASTCLIME Package for Linear Programming and Large-Scale Precision Matrix Estimation in R JMLR 2014
DFacTo: Distributed Factorization of Tensors NIPS 2014
A Novel M-Estimator for Robust PCA JMLR 2014
Natural Evolution Strategies JMLR 2014
Iteration Complexity of Feasible Descent Methods for Convex Optimization JMLR 2014
Provable Submodular Minimization using Wolfe's Algorithm NIPS 2014
Ramp Loss Linear Programming Support Vector Machine JMLR 2014
A Differential Equation for Modeling Nesterov’s Accelerated Gradient Method: Theory and Insights NIPS 2014
Structured Low-Rank Matrix Factorization: Optimality, Algorithm, and Applications to Image Processing ICML 2014
Clustering Partially Observed Graphs via Convex Optimization JMLR 2014
QUIC: Quadratic Approximation for Sparse Inverse Covariance Estimation JMLR 2014
Learning Graphical Models With Hubs JMLR 2014
Alternating Linearization for Structured Regularization Problems JMLR 2014
An Adaptive Accelerated Proximal Gradient Method and its Homotopy Continuation for Sparse Optimization ICML 2014