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Continuous Optimization

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Pushing the Limits of Affine Rank Minimization by Adapting Probabilistic PCA ICML 2015
Guaranteed Tensor Decomposition: A Moment Approach ICML 2015
Low-Rank Matrix Recovery from Row-and-Column Affine Measurements ICML 2015
Global Convergence of Stochastic Gradient Descent for Some Non-convex Matrix Problems ICML 2015
Robust Image Filtering Using Joint Static and Dynamic Guidance CVPR 2015
Support Matrix Machines ICML 2015
Consistent Multiclass Algorithms for Complex Performance Measures ICML 2015
Minimizing Nonconvex Non-Separable Functions AISTATS 2015
Scaling up Natural Gradient by Sparsely Factorizing the Inverse Fisher Matrix ICML 2015
Random Coordinate Descent Methods for Minimizing Decomposable Submodular Functions ICML 2015
Distributed Box-Constrained Quadratic Optimization for Dual Linear SVM ICML 2015
A Stochastic PCA and SVD Algorithm with an Exponential Convergence Rate ICML 2015
\ell_1,p-Norm Regularization: Error Bounds and Convergence Rate Analysis of First-Order Methods ICML 2015
AD3: Alternating Directions Dual Decomposition for MAP Inference in Graphical Models JMLR 2015
Column Subset Selection with Missing Data via Active Sampling AISTATS 2015
Geometric Intuition and Algorithms for Ev--SVM JMLR 2015
Composite Self-Concordant Minimization JMLR 2015
Combined l1 and Greedy l0 Penalized Least Squares for Linear Model Selection JMLR 2015
Optimal Estimation of Low Rank Density Matrices JMLR 2015
LASSO with Non-linear Measurements is Equivalent to One With Linear Measurements NIPS 2015
Exploiting the Separable Structure of SLAM RSS 2015
Leveraging Cone Double Description for Multi-contact Stability of Humanoids with Applications to Statics and Dynamics RSS 2015
PatchMatch-Based Automatic Lattice Detection for Near-Regular Textures ICCV 2015
Thin Structure Estimation With Curvature Regularization ICCV 2015
Joint Optimization of Segmentation and Color Clustering ICCV 2015