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Optimization

12,959 papers (55 classified directly here)

Subtopics

Continuous Optimization (3,907) Stochastic Methods (2,788) Combinatorial Optimization (2,409) Online Algorithms (2,192) Optimization (1,207) Game Theory (944) Discrete Optimization (705) Convex Optimization (591) Optimal Transport (369) Sparse Optimization (347) Optimal Control (225) Global Optimization (190) Distributed Learning (157) Multi-Objective Optimization (125) Approximation Algorithms (110) Bayesian Optimization (100) Distributed Optimization (99) Theory (98) Non-Convex Optimization (76) Kernel Methods (73) Compressed Sensing (72) Robust Optimization (70) Evolutionary Algorithm (58) Linear Programming (43) Algorithms (10) Algorithm (10) Integer Programming (9) Submodular Optimization (9) Matrix Completion (8) Bilevel Optimization (8) Tensor Decomposition (6) Regularization (5)

Papers per year

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Papers (including subtopics)

Pushing the Limits of Affine Rank Minimization by Adapting Probabilistic PCA ICML 2015
Tracking Approximate Solutions of Parameterized Optimization Problems over Multi-Dimensional (Hyper-)Parameter Domains ICML 2015
Distributed Estimation of Generalized Matrix Rank: Efficient Algorithms and Lower Bounds ICML 2015
Streaming Sparse Principal Component Analysis ICML 2015
Improved Regret Bounds for Undiscounted Continuous Reinforcement Learning ICML 2015
The Fundamental Incompatibility of Scalable Hamiltonian Monte Carlo and Naive Data Subsampling ICML 2015
Faster Rates for the Frank-Wolfe Method over Strongly-Convex Sets ICML 2015
Online Learning of Eigenvectors ICML 2015
Fast Kronecker Inference in Gaussian Processes with non-Gaussian Likelihoods ICML 2015
Statistical and Algorithmic Perspectives on Randomized Sketching for Ordinary Least-Squares ICML 2015
Learning Parametric-Output HMMs with Two Aliased States ICML 2015
Ranking from Stochastic Pairwise Preferences: Recovering Condorcet Winners and Tournament Solution Sets at the Top ICML 2015
Stochastic Dual Coordinate Ascent with Adaptive Probabilities ICML 2015
Towards a Lower Sample Complexity for Robust One-bit Compressed Sensing ICML 2015
Multi-view Sparse Co-clustering via Proximal Alternating Linearized Minimization ICML 2015
Random Coordinate Descent Methods for Minimizing Decomposable Submodular Functions ICML 2015
The Hedge Algorithm on a Continuum ICML 2015
An Online Learning Algorithm for Bilinear Models 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
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
Efficient Learning in Large-Scale Combinatorial Semi-Bandits ICML 2015
Swept Approximate Message Passing for Sparse Estimation ICML 2015