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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)

A Constructive Approach to $L_0$ Penalized Regression JMLR 2018
Change-Point Computation for Large Graphical Models: A Scalable Algorithm for Gaussian Graphical Models with Change-Points JMLR 2018
Statistical Analysis and Parameter Selection for Mapper JMLR 2018
A Robust Learning Approach for Regression Models Based on Distributionally Robust Optimization JMLR 2018
Regularized Optimal Transport and the Rot Mover's Distance JMLR 2018
Streaming kernel regression with provably adaptive mean, variance, and regularization JMLR 2018
Dual Principal Component Pursuit JMLR 2018
Distributed Proximal Gradient Algorithm for Partially Asynchronous Computer Clusters JMLR 2018
Refining the Confidence Level for Optimistic Bandit Strategies JMLR 2018
Reverse Iterative Volume Sampling for Linear Regression JMLR 2018
Generalized Rank-Breaking: Computational and Statistical Tradeoffs JMLR 2018
Gradient Descent Learns Linear Dynamical Systems JMLR 2018
A Spectral Approach for the Design of Experiments: Design, Analysis and Algorithms JMLR 2018
Kernel Density Estimation for Dynamical Systems JMLR 2018
Learning from Comparisons and Choices JMLR 2018
Kernel Distribution Embeddings: Universal Kernels, Characteristic Kernels and Kernel Metrics on Distributions JMLR 2018
On Tight Bounds for the Lasso JMLR 2018
Harmonic Mean Iteratively Reweighted Least Squares for Low-Rank Matrix Recovery JMLR 2018
Emergence of Invariance and Disentanglement in Deep Representations JMLR 2018
Accelerating Cross-Validation in Multinomial Logistic Regression with $\ell_1$-Regularization JMLR 2018
Fast MCMC Sampling Algorithms on Polytopes JMLR 2018
On Semiparametric Exponential Family Graphical Models JMLR 2018
Maximum Selection and Sorting with Adversarial Comparators JMLR 2018
A New and Flexible Approach to the Analysis of Paired Comparison Data JMLR 2018
Simple Classification Using Binary Data JMLR 2018