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Papers (including subtopics)

Sketching Meets Random Projection in the Dual: A Provable Recovery Algorithm for Big and High-dimensional Data AISTATS 2017 Sketchy Decisions: Convex Low-Rank Matrix Optimization with Optimal Storage AISTATS 2017 Skip-Gram − Zipf + Uniform = Vector Additivity ACL 2017 Smooth Primal-Dual Coordinate Descent Algorithms for Nonsmooth Convex Optimization NeurIPS 2017 SnapVX: A Network-Based Convex Optimization Solver JMLR 2017 Social Pressure in Opinion Games IJCAI 2017 Soft Margin Support Vector Classification as Buffered Probability Minimization JMLR 2017 Softpressure: A Schedule-Driven Backpressure Algorithm for Coping with Network Congestion IJCAI 2017 Solving Integer Linear Programs with a Small Number of Global Variables and Constraints IJCAI 2017 Solving Most Systems of Random Quadratic Equations NeurIPS 2017 Solving SDPs for synchronization and MaxCut problems via the Grothendieck inequality COLT 2017 Sparse Approximate Conic Hulls NeurIPS 2017 Sparse Stochastic Bandits COLT 2017 Speech Enhancement Using Non-Negative Spectrogram Models with Mel-Generalized Cepstral Regularization Interspeech 2017 Speeding Up Latent Variable Gaussian Graphical Model Estimation via Nonconvex Optimization NeurIPS 2017 Staying Ahead of the Game: Adaptive Robust Optimization for Dynamic Allocation of Threat Screening Resources IJCAI 2017 Stepsize Control for Acoustic Feedback Cancellation Based on the Detection of Reverberant Signal Periods and the Estimated System Distance Interspeech 2017 Stereo-Based 3D Reconstruction of Dynamic Fluid Surfaces by Global Optimization CVPR 2017 StingyCD: Safely Avoiding Wasteful Updates in Coordinate Descent ICML 2017 Stochastic Adaptive Quasi-Newton Methods for Minimizing Expected Values ICML 2017 Stochastic and Adversarial Online Learning without Hyperparameters NeurIPS 2017 Stochastic Approximation for Canonical Correlation Analysis NeurIPS 2017 Stochastic Composite Least-Squares Regression with Convergence Rate $O(1/n)$ COLT 2017 Stochastic Constraint Programming IJCAI 2017 Stochastic Constraint Programming with And-Or Branch-and-Bound IJCAI 2017