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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)

Random Coordinate Descent Methods for Minimizing Decomposable Submodular Functions ICML 2015
The Hedge Algorithm on a Continuum ICML 2015
Message Passing for Collective Graphical Models ICML 2015
An Online Learning Algorithm for Bilinear Models ICML 2015
Adaptive Belief Propagation ICML 2015
Large-scale log-determinant computation through stochastic Chebyshev expansions ICML 2015
A Nearly-Linear Time Framework for Graph-Structured Sparsity ICML 2015
Support Matrix Machines ICML 2015
Inferring Graphs from Cascades: A Sparse Recovery Framework ICML 2015
Distributed Box-Constrained Quadratic Optimization for Dual Linear SVM ICML 2015
Large-Scale Markov Decision Problems with KL Control Cost and its Application to Crowdsourcing ICML 2015
Safe Subspace Screening for Nuclear Norm Regularized Least Squares Problems ICML 2015
Efficient Learning in Large-Scale Combinatorial Semi-Bandits ICML 2015
Swept Approximate Message Passing for Sparse Estimation ICML 2015
Simple regret for infinitely many armed bandits ICML 2015
Exponential Integration for Hamiltonian Monte Carlo ICML 2015
Optimal Regret Analysis of Thompson Sampling in Stochastic Multi-armed Bandit Problem with Multiple Plays ICML 2015
Blitz: A Principled Meta-Algorithm for Scaling Sparse Optimization ICML 2015
The Power of Randomization: Distributed Submodular Maximization on Massive Datasets ICML 2015
Dealing with small data: On the generalization of context trees ICML 2015
Convergence rate of Bayesian tensor estimator and its minimax optimality ICML 2015
On Identifying Good Options under Combinatorially Structured Feedback in Finite Noisy Environments ICML 2015
Nested Sequential Monte Carlo Methods ICML 2015
Approximate Dynamic Programming for Two-Player Zero-Sum Markov Games ICML 2015
On Greedy Maximization of Entropy ICML 2015