Concepedia

Optimization problems for machine learning: A survey

Claudio Gambella, Joe Naoum‐Sawaya

European Journal of Operational Research · 2020 · 354 citations · 199 references

Open access

Concepts

ComputingComputer ScienceAlgorithmsMachine LearningOptimizationConvex OptimizationKernel MethodsNonlinear ProgrammingOptimization For Machine LearningOptimization TheorySupport Vector MachinesLarge-scale Convex OptimizationMinimax OptimizationOptimization AlgorithmsOptimization For High-dimensional DataQuadratic Programming In Support Vector Machines

References

199

Adam: A Method for Stochastic Optimization

Diederik P. Kingma, Jimmy Ba · UvA-DARE (University of Amsterdam) · 2014 · 84.8K citations · Full text

Computing, Computer Science, Algorithms +16

ImageNet classification with deep convolutional neural networks

Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton · Communications of the ACM · 2017 · 75.7K citations · Full text

Computing, Computer Science, Computer Vision +12

Scikit-learn: Machine Learning in Python

Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.7K citations · Full text

Computing, Computer Science, Artificial Intelligence +10

Support-vector networks

Corinna Cortes, Vladimir Vapnik · Machine Learning · 1995 · 40.5K citations · Full text

Support-Vector Networks

Corinna Cortes, Vladimir Vapnik · Machine Learning · 1995 · 33K citations · Full text