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Mathematics & Optimization

16,944 papers (0 classified directly here)

Subtopics

Optimization (12,959) Mathematics (5,735) Probability (519) Statistics (265) Discrete Mathematics (15)

Papers per year

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Papers (including subtopics)

Sketching for Kronecker Product Regression and P-splines AISTATS 2018
Cheap Checking for Cloud Computing: Statistical Analysis via Annotated Data Streams AISTATS 2018
Kernel Conditional Exponential Family AISTATS 2018
Stochastic Zeroth-order Optimization in High Dimensions AISTATS 2018
Communication-Avoiding Optimization Methods for Distributed Massive-Scale Sparse Inverse Covariance Estimation AISTATS 2018
Robust Vertex Enumeration for Convex Hulls in High Dimensions AISTATS 2018
Large Scale Empirical Risk Minimization via Truncated Adaptive Newton Method AISTATS 2018
Frank-Wolfe Splitting via Augmented Lagrangian Method AISTATS 2018
Convergence diagnostics for stochastic gradient descent with constant learning rate AISTATS 2018
Nonparametric Sharpe Ratio Function Estimation in Heteroscedastic Regression Models via Convex Optimization AISTATS 2018
Stochastic algorithms for entropy-regularized optimal transport problems AISTATS 2018
Combinatorial Penalties: Which structures are preserved by convex relaxations? AISTATS 2018
Generalized Binary Search For Split-Neighborly Problems AISTATS 2018
Online Regression with Partial Information: Generalization and Linear Projection AISTATS 2018
Learning Generative Models with Sinkhorn Divergences AISTATS 2018
Reparameterizing the Birkhoff Polytope for Variational Permutation Inference AISTATS 2018
Solving lp-norm regularization with tensor kernels AISTATS 2018
Weighted Tensor Decomposition for Learning Latent Variables with Partial Data AISTATS 2018
Multi-objective Contextual Bandit Problem with Similarity Information AISTATS 2018
Fast and Scalable Learning of Sparse Changes in High-Dimensional Gaussian Graphical Model Structure AISTATS 2018
Data-Efficient Reinforcement Learning with Probabilistic Model Predictive Control AISTATS 2018
Competing with Automata-based Expert Sequences AISTATS 2018
Reducing Crowdsourcing to Graphon Estimation, Statistically AISTATS 2018
Combinatorial Semi-Bandits with Knapsacks AISTATS 2018
Structured Optimal Transport AISTATS 2018