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Multi-Task Multicriteria Hyperparameter Optimization

Published in arXiv (Cornell University) • Feb 15, 2020
NobleIDNI8P62W24R72S06
Authors:
Kirill Akhmetzyanov
,
A. A. Yuzhakov

Abstract

We present a new method for searching optimal hyperparameters among several tasks and several criteria. Multi-Task Multi Criteria method (MTMC) provides several Pareto-optimal solutions, among which one solution is selected with given criteria significance coefficients. The article begins with a mat...

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