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Keyword

large-scale optimization

Description: Optimization methods and problems involving many variables, constraints, or data points, studied in applied mathematics, computing, and machine learning.
OpenAlex ID: keywords/large-scale-optimization
Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers
2011 · Stephen Boyd, Neal Parikh, et al. · Foundations and Trends® in Machine Learning · 17,051
A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems
2009 · Amir Beck, Marc Teboulle · SIAM Journal on Imaging Sciences · 11,928
On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming
2005 · Andreas Wächter, Lorenz T. Biegler · Mathematical Programming · 9,546
On the limited memory BFGS method for large scale optimization
1989 · Dong C. Liu, Jorge Nocedal · Mathematical Programming · 8,589
Using SeDuMi 1.02, A Matlab toolbox for optimization over symmetric cones
1999 · Jos F. Sturm · Optimization methods & software · 7,378
A comparison of methods for multiclass support vector machines
2002 · Chih-Wei Hsu, Chih-Jen Lin · IEEE Transactions on Neural Networks · 6,843
A Limited Memory Algorithm for Bound Constrained Optimization
1995 · Richard H. Byrd, Peihuang Lu, et al. · SIAM Journal on Scientific Computing · 6,245
An Efficient Heuristic Procedure for Partitioning Graphs
1970 · B. W. Kernighan, S. Lin · Bell System Technical Journal · 5,305
Differential Evolution: A Survey of the State-of-the-Art
2010 · Swagatam Das, Ponnuthurai Nagaratnam Suganthan · IEEE Transactions on Evolutionary Computation · 5,299
Proximal Algorithms
2014 · Neal Parikh, Stephen Boyd · Foundations and Trends® in Optimization · 4,095
Algorithm 778: L-BFGS-B
1997 · Ciyou Zhu, Richard H. Byrd, et al. · ACM Transactions on Mathematical Software · 3,469
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SNOPT: An SQP Algorithm for Large-Scale Constrained Optimization
2005 · Philip E. Gill, Walter Murray, et al. · SIAM Review · 2,846
Computational Optimal Transport with Applications to Data Sciences
2019 · Gabriel Peyré, Marco Cuturi · Foundations and Trends® in Machine Learning · 2,337
Particle Swarm Optimization: Basic Concepts, Variants and Applications in Power Systems
2008 · Y. del Valle, G.K. Venayagamoorthy, et al. · IEEE Transactions on Evolutionary Computation · 2,277
An Interior-Point Method for Large-Scale -Regularized Least Squares
2007 · Seung-Jean Kim, K. Koh, et al. · IEEE Journal of Selected Topics in Signal Processing · 2,084
A Linear Programming Approach to the Cutting-Stock Problem
1961 · P. C. Gilmore, R. E. Gomory · Operations Research · 2,025
Sequential Quadratic Programming
1995 · Paul T. Boggs, Jon W. Tolle · Acta Numerica · 1,858
Accelerating Stochastic Gradient Descent using Predictive Variance Reduction
2013 · Rie Johnson, Tong Zhang · 1,821
The Traveling salesman problem: a computational study
2007 · Choice Reviews Online · 1,726
Restart procedures for the conjugate gradient method
1977 · M. J. D. Powell · Mathematical Programming · 1,719
Optimization Theory of Large Systems
1971 · Leon S. Lasdon, Daniel Tabak · IEEE Transactions on Systems Man and Cybernetics · 1,682
Recent advances in differential evolution – An updated survey
2016 · Swagatam Das, Sankha Subhra Mullick, et al. · Swarm and Evolutionary Computation · 1,596
SNOPT: An SQP Algorithm for Large-Scale Constrained Optimization
2002 · Philip E. Gill, Walter Murray, et al. · SIAM Journal on Optimization · 1,586
Mean-Absolute Deviation Portfolio Optimization Model and Its Applications to Tokyo Stock Market
1991 · Hiroshi Konno, Hiroaki Yamazaki · Management Science · 1,516
Computers and Chemical Engineering
2008 · Lorenz T. Biegler, Ví­ctor M. Zavala · 1,383
Works count: 11,220
Citation count: 332,600
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