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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)

Complexity of Bethe Approximation AISTATS 2012
Multi-armed Bandit Problems with History AISTATS 2012
On Bisubmodular Maximization AISTATS 2012
Joint Estimation of Structured Sparsity and Output Structure in Multiple-Output Regression via Inverse-Covariance Regularization AISTATS 2012
Randomized Optimum Models for Structured Prediction AISTATS 2012
Fast Variational Mode-Seeking AISTATS 2012
Primal-Dual methods for sparse constrained matrix completion AISTATS 2012
Forward Basis Selection for Sparse Approximation over Dictionary AISTATS 2012
Quilting Stochastic Kronecker Product Graphs to Generate Multiplicative Attribute Graphs AISTATS 2012
Efficient Distributed Linear Classification Algorithms via the Alternating Direction Method of Multipliers AISTATS 2012
Approximate Inference in Additive Factorial HMMs with Application to Energy Disaggregation AISTATS 2012
(weak) Calibration is Computationally Hard COLT 2012
Learning Valuation Functions COLT 2012
Unified Algorithms for Online Learning and Competitive Analysis COLT 2012
Online Optimization with Gradual Variations COLT 2012
Random Design Analysis of Ridge Regression COLT 2012
Reconstruction from Anisotropic Random Measurements COLT 2012
Toward a Noncommutative Arithmetic-geometric Mean Inequality: Conjectures, Case-studies, and Consequences COLT 2012
A Characterization of Scoring Rules for Linear Properties COLT 2012
A Conjugate Property between Loss Functions and Uncertainty Sets in Classification Problems COLT 2012
Exact Recovery of Sparsely-Used Dictionaries COLT 2012
Near-Optimal Algorithms for Online Matrix Prediction COLT 2012
Towards Minimax Policies for Online Linear Optimization with Bandit Feedback COLT 2012
Distance Metric Learning with Eigenvalue Optimization JMLR 2012
Multi Kernel Learning with Online-Batch Optimization JMLR 2012