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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)

The Search Problem in Mixture Models JMLR 2018
An $\ell_{\infty}$ Eigenvector Perturbation Bound and Its Application JMLR 2018
A Tight Bound of Hard Thresholding JMLR 2018
Estimation of Graphical Models through Structured Norm Minimization JMLR 2018
Sparse Exchangeable Graphs and Their Limits via Graphon Processes JMLR 2018
Weighted SGD for $\ell_p$ Regression with Randomized Preconditioning JMLR 2018
Catalyst Acceleration for First-order Convex Optimization: from Theory to Practice JMLR 2018
Gaussian Lower Bound for the Information Bottleneck Limit JMLR 2018
SGDLibrary: A MATLAB library for stochastic optimization algorithms JMLR 2018
Simultaneous Clustering and Estimation of Heterogeneous Graphical Models JMLR 2018
Compact Convex Projections JMLR 2018
Complete Graphical Characterization and Construction of Adjustment Sets in Markov Equivalence Classes of Ancestral Graphs JMLR 2018
Katyusha: The First Direct Acceleration of Stochastic Gradient Methods JMLR 2018
Parallelizing Stochastic Gradient Descent for Least Squares Regression: Mini-batching, Averaging, and Model Misspecification JMLR 2018
Improved spectral community detection in large heterogeneous networks JMLR 2018
Statistical Inference on Random Dot Product Graphs: a Survey JMLR 2018
CoCoA: A General Framework for Communication-Efficient Distributed Optimization JMLR 2018
Concentration inequalities for empirical processes of linear time series JMLR 2018
Characteristic and Universal Tensor Product Kernels JMLR 2018
Learning Certifiably Optimal Rule Lists for Categorical Data JMLR 2018
A Two-Stage Penalized Least Squares Method for Constructing Large Systems of Structural Equations JMLR 2018
Approximate Submodularity and its Applications: Subset Selection, Sparse Approximation and Dictionary Selection JMLR 2018
Can We Trust the Bootstrap in High-dimensions? The Case of Linear Models JMLR 2018
RSG: Beating Subgradient Method without Smoothness and Strong Convexity JMLR 2018
Patchwork Kriging for Large-scale Gaussian Process Regression JMLR 2018