AUTOMATIC HYPERPARAMETER OPTIMIZATION FOR CLUSTERING ALGORITHMS WITH REINFORCEMENT LEARNIN

AUTOMATIC HYPERPARAMETER OPTIMIZATION FOR CLUSTERING ALGORITHMS WITH REINFORCEMENT LEARNIN

Subject of Research. The paper deals with research of clustering algorithms for hyperparameters optimization used in machine learning. Model selection problem is comprehensively studied, and the need of the tradeoff between exploration and exploitation is identified. Thus, the problem is reduced to m...

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Bibliographic Details
Main Authors: S. B. Muravyov, V. A. Efimova, V. V. Shalamov, A. A. Filchenkov, I. B. Smetannikov
Format: Article
Language:English
Published: Saint Petersburg National Research University of Information Technologies, Mechanics and Optics (ITMO University) 2019-01-01
Series:Naučno-tehničeskij Vestnik Informacionnyh Tehnologij, Mehaniki i Optiki
Subjects:
machine learning
clustering
algorithm selection
hyperparameter optimization
multi-armed bandit
reinforcement learning
Online Access:https://ntv.ifmo.ru/file/article/18669.pdf

Internet

https://ntv.ifmo.ru/file/article/18669.pdf

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