A Survey on Hyperparameters Optimization of Deep Learning for Time Series Classification

A Survey on Hyperparameters Optimization of Deep Learning for Time Series Classification

Time series classification (TSC) is essential in various application domains to understand the system dynamics. The adoption of deep learning has advanced TSC, however its performance is sensitive to hyperparameters configuration. Manual tuning of high-dimensional hyperparameters can be labor intens...

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Bibliographic Details
Main Authors: Ayuningtyas Hari Fristiana, Syukron Abu Ishaq Alfarozi, Adhistya Erna Permanasari, Mahardhika Pratama, Sunu Wibirama
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Access
Subjects:
Deep neural network
hyperparameters tuning
evolutionary algorithm
time series analysis
Bayesian optimization
multifidelity algorithm
Online Access:https://ieeexplore.ieee.org/document/10795132/
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