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Continuous Optimization

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Dimension-Free Iteration Complexity of Finite Sum Optimization Problems NIPS 2016
Sublinear Time Orthogonal Tensor Decomposition NIPS 2016
Approximate maximum entropy principles via Goemans-Williamson with applications to provable variational methods NIPS 2016
Probabilistic Linear Multistep Methods NIPS 2016
Algorithms and matching lower bounds for approximately-convex optimization NIPS 2016
Adaptive Averaging in Accelerated Descent Dynamics NIPS 2016
Low-rank tensor completion: a Riemannian manifold preconditioning approach ICML 2016
Unwrapping ADMM: Efficient Distributed Computing via Transpose Reduction AISTATS 2016
Fast Saddle-Point Algorithm for Generalized Dantzig Selector and FDR Control with Ordered L1-Norm AISTATS 2016
Additive Approximations in High Dimensional Nonparametric Regression via the SALSA ICML 2016
A Unified Approach for Learning the Parameters of Sum-Product Networks NIPS 2016
The Next Best Underwater View CVPR 2016
Coordinating Multiple Disparity Proposals for Stereo Computation CVPR 2016
Estimating Sparse Signals With Smooth Support via Convex Programming and Block Sparsity CVPR 2016
Approximate Inference Using DC Programming For Collective Graphical Models AISTATS 2016
Proximal Riemannian Pursuit for Large-Scale Trace-Norm Minimization CVPR 2016
A Box-Constrained Approach for Hard Permutation Problems ICML 2016
Computationally Efficient Nyström Approximation using Fast Transforms ICML 2016
Efficient Algorithms for Large-scale Generalized Eigenvector Computation and Canonical Correlation Analysis ICML 2016
A Direct Least-Squares Solution to the PnP Problem With Unknown Focal Length CVPR 2016
Towards Faster Rates and Oracle Property for Low-Rank Matrix Estimation ICML 2016
Recovery guarantee of weighted low-rank approximation via alternating minimization ICML 2016
Fast Algorithms for Linear and Kernel SVM+ CVPR 2016
On the Approximability of Sparse PCA COLT 2016
A Weighted Variational Model for Simultaneous Reflectance and Illumination Estimation CVPR 2016