Convex Optimization Publications

Publications in Convex Optimization

Explore the most influential research papers and scholarly works that have shaped Convex Optimization. Use the concept filter below to focus on a specific sub-area of research.

Convex Optimization

14.2K

Publications

Citations

Showing yearly statistics from 2000-2026.

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	Year	Citations
Adam: A Method for Stochastic Optimization Diederik P. Kingma, Jimmy Ba UvA-DARE (University of Amsterdam) Artificial IntelligenceMathematical ProgrammingModel OptimizationMachine VisionMachine Learning	2014	84.5K
A Simplex Method for Function Minimization J. A. Nelder, R. Mead The Computer Journal Numerical AnalysisMathematical ProgrammingLarge-scale Global OptimizationEngineeringUnconstrained Optimization	1965	28.5K
Regularization Paths for Generalized Linear Models via Coordinate Descent Jerome H. Friedman, Trevor Hastie, Robert Tibshirani Journal of Statistical Software EngineeringMachine LearningRegularization PathHigh-dimensional MethodConvex Optimization	2010	16.3K
Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers Stephen Boyd Foundations and Trends® in Machine Learning Statistical LearningEngineeringMachine LearningContinuous OptimizationConvex Optimization	2010	15.6K
Regularization Paths for Generalized Linear Models via Coordinate Descent. Jerome H. Friedman, Trevor Hastie, Rob Tibshirani PubMed EngineeringMachine LearningHigh-dimensional MethodConvex OptimizationConvex Penalties	2010	14K
Using SeDuMi 1.02, A Matlab toolbox for optimization over symmetric cones J.F. Sturm Optimization methods & software Mathematical ProgrammingNumerical AnalysisEngineeringSemidefinite ProgrammingSedumi 1.02	1999	7.5K
Convergence Properties of the Nelder--Mead Simplex Method in Low Dimensions Jeffrey C. Lagarias, James A. Reeds, Margaret H. Wright, SIAM Journal on Optimization Numerical AnalysisSpectral TheoryMathematical ProgrammingEngineeringMead Simplex Algorithm	1998	7.3K
The Price of Robustness Dimitris Bertsimas, Melvyn Sim Operations Research Mathematical ProgrammingEngineeringRobustness TestingRobustness (Computer Science)Constrained Optimization	2004	4.3K
A First-Order Primal-Dual Algorithm for Convex Problems with Applications to Imaging Antonin Chambolle, Thomas Pock Journal of Mathematical Imaging and Vision Numerical AnalysisMathematical ProgrammingImage ReconstructionFirst-order Primal-dual AlgorithmImage Analysis	2010	4.3K
A new approach to variable metric algorithms R. Fletcher The Computer Journal Mathematical ProgrammingNumerical AnalysisQuadratic TerminationLarge-scale Global OptimizationEngineering	1970	4K
Nearly unbiased variable selection under minimax concave penalty Cun‐Hui Zhang The Annals of Statistics Mathematical ProgrammingEngineeringMachine LearningUnbiased Variable SelectionMc+ Estimators	2010	3.9K
Distributed Subgradient Methods for Multi-Agent Optimization Angelia Nedić, Asuman Ozdaglar IEEE Transactions on Automatic Control Convergence Rate ResultsEngineeringDistributed AlgorithmsConvergence Rate EstimatesConvex Optimization	2009	3.6K

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