Hyperparameter optimization: Difference between revisions

Revision as of 13:18, 4 March 2025

Revision as of 13:30, 4 March 2025

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=== Others ===

[[Radial basis function|RBF]]<ref name=abs1705.08520>{{cite arXiv |eprint=1705.08520|last1=Diaz|first1=Gonzalo|title=An effective algorithm for hyperparameter optimization of neural networks|last2=Fokoue|first2=Achille|last3=Nannicini|first3=Giacomo|last4=Samulowitz|first4=Horst|class=cs.AI|year=2017}}</ref> and [[spectral method|spectral]]<ref name=abs1706.00764>{{cite arXiv |eprint=1706.00764|last1=Hazan|first1=Elad|title=Hyperparameter Optimization: A Spectral Approach|last2=Klivans|first2=Adam|last3=Yuan|first3=Yang|class=cs.LG|year=2017}}</ref>, and OPTUNA <ref>{{cite journal |last1=Imani |first1=M. |last2=Arabnia |first2=H.R. |title=Hyperparameter Optimization and Combined Data Sampling Techniques in Machine Learning for Customer Churn Prediction: A Comparative Analysis |journal=Technologies |volume=11 |year=2023 |issue=6 |pages=167 |doi=10.3390/technologies11060167 |url=https://doi.org/10.3390/technologies11060167 }}</ref> approaches have also been developed.

== Issues with hyperparameter optimization ==