article Open AccessTop 1% cited
On hyperparameter optimization of machine learning algorithms: Theory and practice
Neurocomputing · 2020 · Vol. 415 · pp. 295–316
Li Yang✉(Western University)Abdallah Shami✉(Western University)
Machine Learning and Data ClassificationAdvanced Multi-Objective Optimization AlgorithmsMetaheuristic Optimization Algorithms ResearchHyperparameterComputer scienceMachine learningAlgorithmArtificial intelligenceOptimization algorithmMathematical optimizationMathematics
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3,000
FWCI
150.23
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172
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References
Neural networks for pattern recognition
Choice Reviews Online · 1994 · 18,690 citations
Machine learning: Trends, perspectives, and prospects
Science · 2015 · 9,250 citations
Applied logistic regression
Choice Reviews Online · 1990 · 35,647 citations
Ridge Regression: Applications to Nonorthogonal Problems
Technometrics · 1970 · 2,591 citations
Neural networks for pattern recognition
Neural Networks · 1995 · 1,895 citations
Regression Shrinkage and Selection Via the Lasso
Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 50,746 citations
ImageNet classification with deep convolutional neural networks
Communications of the ACM · 2017 · 75,550 citations
A boosted decision tree approach using Bayesian hyper-parameter optimization for credit scoring
Expert Systems with Applications · 2017 · 750 citations
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