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Continuous Optimization

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Convex Block-sparse Linear Regression with Expanders – Provably AISTATS 2016
Accelerated Stochastic Gradient Descent for Minimizing Finite Sums AISTATS 2016
On the Statistical Limits of Convex Relaxations ICML 2016
Parallel Majorization Minimization with Dynamically Restricted Domains for Nonconvex Optimization AISTATS 2016
The non-convex Burer-Monteiro approach works on smooth semidefinite programs NIPS 2016
Fitting Spectral Decay with the k-Support Norm AISTATS 2016
Fast Constrained Submodular Maximization: Personalized Data Summarization ICML 2016
Automatic Glottal Inverse Filtering with Non-Negative Matrix Factorization INTERSPEECH 2016
ML Parameter Generation with a Reformulated MGE Training Criterion — Participation in the Voice Conversion Challenge 2016 INTERSPEECH 2016
Precision Matrix Estimation in High Dimensional Gaussian Graphical Models with Faster Rates AISTATS 2016
Stacked Attention Networks for Image Question Answering CVPR 2016
Total Variation Classes Beyond 1d: Minimax Rates, and the Limitations of Linear Smoothers NIPS 2016
Quadratic Optimization with Orthogonality Constraints: Explicit Lojasiewicz Exponent and Linear Convergence of Line-Search Methods ICML 2016
Low-Rank and Sparse Structure Pursuit via Alternating Minimization AISTATS 2016
Even Faster Accelerated Coordinate Descent Using Non-Uniform Sampling ICML 2016
Experimental Design on a Budget for Sparse Linear Models and Applications ICML 2016
Nearly Isometric Embedding by Relaxation NIPS 2016
An Efficient Exact-PGA Algorithm for Constant Curvature Manifolds CVPR 2016
Sublabel-Accurate Relaxation of Nonconvex Energies CVPR 2016
A Non-convex One-Pass Framework for Generalized Factorization Machine and Rank-One Matrix Sensing NIPS 2016
Optimal Sparse Linear Encoders and Sparse PCA NIPS 2016
Designing smoothing functions for improved worst-case competitive ratio in online optimization NIPS 2016
A posteriori error bounds for joint matrix decomposition problems NIPS 2016
High-Rank Matrix Completion and Clustering under Self-Expressive Models NIPS 2016
Simultaneous Optical Flow and Intensity Estimation From an Event Camera CVPR 2016