HyperTube: A Framework for Population-Based Online Hyperparameter Optimization with Resource Constraints

Online data streaming has become one of the most common data forms in the modern world, which imposes a strong demand for developing hyperparameter optimization techniques for online learning algorithms. In fact, processing online streaming data can be considered as a constraint on the training proc...

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Bibliographic Details
Main Authors: Renlong Jie, Junbin Gao, Andrey Vasnev, Minh-Ngoc Tran
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9060908/