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Stochastic Methods

2788 directly classified papers

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Papers

SDRSAC: Semidefinite-Based Randomized Approach for Robust Point Cloud Registration Without Correspondences CVPR 2019
A Generic Acceleration Framework for Stochastic Composite Optimization NIPS 2019
Non-asymptotic Analysis of Stochastic Methods for Non-Smooth Non-Convex Regularized Problems NIPS 2019
Discovering Dialog Rules by Means of an Evolutionary Approach INTERSPEECH 2019
Linear Discriminant Differential Evolution for Feature Selection in Emotional Speech Recognition INTERSPEECH 2019
Efficient Learning of Restricted Boltzmann Machines Using Covariance Estimates ACML 2019
Normal Approximation for Stochastic Gradient Descent via Non-Asymptotic Rates of Martingale CLT COLT 2019
Identifying vulnerabilities in trust and reputation systems IJCAI 2019
How to Tame Your Anticipatory Algorithm IJCAI 2019
Stochastic Constraint Propagation for Mining Probabilistic Networks IJCAI 2019
Acoustic Model Optimization Based on Evolutionary Stochastic Gradient Descent with Anchors for Automatic Speech Recognition INTERSPEECH 2019
Learning to Bootstrap for Entity Set Expansion IJCNLP 2019
Modelling Stopping Criteria for Search Results using Poisson Processes IJCNLP 2019
Generating Modern Poetry Automatically in Finnish IJCNLP 2019
Continuous-time Models for Stochastic Optimization Algorithms NIPS 2019
Combining Global Sparse Gradients with Local Gradients in Distributed Neural Network Training IJCNLP 2019
Estimate Sequences for Variance-Reduced Stochastic Composite Optimization ICML 2019
SGD without Replacement: Sharper Rates for General Smooth Convex Functions ICML 2019
Neuron birth-death dynamics accelerates gradient descent and converges asymptotically ICML 2019
Unbiased Smoothing using Particle Independent Metropolis-Hastings AISTATS 2019
Beyond Online Balanced Descent: An Optimal Algorithm for Smoothed Online Optimization NIPS 2019
A Two-Individual Based Evolutionary Algorithm for the Flexible Job Shop Scheduling Problem AAAI 2019
Learning to Optimize in Swarms NIPS 2019
Not All FPRASs are Equal: Demystifying FPRASs for DNF-Counting (Extended Abstract) IJCAI 2019
Stochastic Iterative Hard Thresholding for Graph-structured Sparsity Optimization ICML 2019