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Continuous Optimization

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Stochastic Adaptive Quasi-Newton Methods for Minimizing Expected Values ICML 2017
Identifying Groups of Strongly Correlated Variables through Smoothed Ordered Weighted $L_1$-norms AISTATS 2017
Exploiting Strong Convexity from Data with Primal-Dual First-Order Algorithms ICML 2017
Hyperplane Clustering via Dual Principal Component Pursuit ICML 2017
Stochastic DCA for the Large-sum of Non-convex Functions Problem and its Application to Group Variable Selection in Classification ICML 2017
Tensor Balancing on Statistical Manifold ICML 2017
Ordinal Graphical Models: A Tale of Two Approaches ICML 2017
Approximate Steepest Coordinate Descent ICML 2017
On the Iteration Complexity of Support Recovery via Hard Thresholding Pursuit ICML 2017
Sketchy Decisions: Convex Low-Rank Matrix Optimization with Optimal Storage AISTATS 2017
Scalable Convex Multiple Sequence Alignment via Entropy-Regularized Dual Decomposition AISTATS 2017
Greedy Direction Method of Multiplier for MAP Inference of Large Output Domain AISTATS 2017
Newton-Type Methods for Inference in Higher-Order Markov Random Fields CVPR 2017
An Efficient Algebraic Solution to the Perspective-Three-Point Problem CVPR 2017
Group-Wise Point-Set Registration Based on Renyi's Second Order Entropy CVPR 2017
A Minimal Solution for Two-View Focal-Length Estimation Using Two Affine Correspondences CVPR 2017
Residual Expansion Algorithm: Fast and Effective Optimization for Nonconvex Least Squares Problems CVPR 2017
A Non-Local Low-Rank Framework for Ultrasound Speckle Reduction CVPR 2017
Robust Energy Minimization for BRDF-Invariant Shape From Light Fields CVPR 2017
Grassmannian Manifold Optimization Assisted Sparse Spectral Clustering CVPR 2017
Radiometric Calibration for Internet Photo Collections CVPR 2017
A Novel Tensor-Based Video Rain Streaks Removal Approach via Utilizing Discriminatively Intrinsic Priors CVPR 2017
Simultaneous Visual Data Completion and Denoising Based on Tensor Rank and Total Variation Minimization and Its Primal-Dual Splitting Algorithm CVPR 2017
Filter Flow Made Practical: Massively Parallel and Lock-Free CVPR 2017
Accurate Depth and Normal Maps From Occlusion-Aware Focal Stack Symmetry CVPR 2017