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Stochastic Methods

2788 directly classified papers

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Papers

Kernel Learning for Data-Driven Spectral Analysis of Koopman Operators ACML 2019
Stochastic Approximation of Smooth and Strongly Convex Functions: Beyond the $O(1/T)$ Convergence Rate COLT 2019
An Efficient Evolutionary Algorithm for Minimum Cost Submodular Cover IJCAI 2019
A Bootstrap Method for Error Estimation in Randomized Matrix Multiplication JMLR 2019
Optimal Transport: Fast Probabilistic Approximation with Exact Solvers JMLR 2019
Nonparametric Estimation of Probability Density Functions of Random Persistence Diagrams JMLR 2019
Understanding the Role of Momentum in Stochastic Gradient Methods NIPS 2019
Heavy-ball Algorithms Always Escape Saddle Points IJCAI 2019
Trajectory of Alternating Direction Method of Multipliers and Adaptive Acceleration NIPS 2019
Decentralized Optimization with Edge Sampling IJCAI 2019
Diffusion and Auction on Graphs IJCAI 2019
Equilibrium Characterization for Data Acquisition Games IJCAI 2019
Anytime Heuristic for Weighted Matching Through Altruism-Inspired Behavior IJCAI 2019
Sparse High-Dimensional Isotonic Regression NIPS 2019
SySCD: A System-Aware Parallel Coordinate Descent Algorithm NIPS 2019
Random Projections with Asymmetric Quantization NIPS 2019
Generalized Majorization-Minimization for Non-Convex Optimization IJCAI 2019
High Dimensional Bayesian Optimization via Supervised Dimension Reduction IJCAI 2019
On Differentially Private Graph Sparsification and Applications NIPS 2019
Real-Time Planning as Decision-Making under Uncertainty AAAI 2019
Optimizing in the Dark: Learning an Optimal Solution through a Simple Request Interface AAAI 2019
Measurement Maximizing Adaptive Sampling with Risk Bounding Functions AAAI 2019
The Kelly Growth Optimal Portfolio with Ensemble Learning AAAI 2019
Articulatory Copy Synthesis Based on a Genetic Algorithm INTERSPEECH 2019
Probabilistic Permutation Synchronization Using the Riemannian Structure of the Birkhoff Polytope CVPR 2019