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04/23/2021
A study on Ensemble Learning for Time Series Forecasting and the need for Meta-Learning
The contribution of this work is twofold: (1) We introduce a collection ...
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10/30/2020
The Combinatorial Multi-Bandit Problem and its Application to Energy Management
We study a Combinatorial Multi-Bandit Problem motivated by applications ...
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01/30/2020
HAMLET – A Learning Curve-Enabled Multi-Armed Bandit for Algorithm Selection
Automated algorithm selection and hyperparameter tuning facilitates the ...
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06/18/2019
A Study of the Learning Progress in Neural Architecture Search Techniques
In neural architecture search, the structure of the neural network to be...
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04/15/2019
On the Performance of Differential Evolution for Hyperparameter Tuning
Automated hyperparameter tuning aspires to facilitate the application of...
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07/13/2018