Revolutionizing Bitcoin price forecasts: A comparative study of advanced hybrid deep learning architectures

•Hybrid deep learning model outperforms basic LSTM in Bitcoin forecasting.•NRBO-CNN-BiLSTM-Attention model cuts MAPE by over 50 %.•Significant accuracy in 5-day and 15-day Bitcoin price forecasts.•Model tested across multiple loss functions for robustness.•Suggests dataset restructuring to improve m...

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Bibliographic Details

Published in:	Finance research letters Vol. 69; p. 106136
Main Authors:	He, Xiangyi, Li, Yiwei, Li, Houjian
Format:	Journal Article
Language:	English
Published:	Elsevier Inc 01.11.2024
Subjects:	Bitcoin price Hybrid models Meta-heuristic optimization algorithms Price forecast Bitcoin price Meta-heuristic optimization algorithms Hybrid models Price forecast
ISSN:	1544-6123
Online Access:	Get full text
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