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Reservoir Dynamic Interpretability for Time Series Prediction: A Permutation Entropy View

An echo state network (ESN) is an efficient recurrent neural network (RNN) that is widely used in time series prediction tasks due to its simplicity and low training cost. However, the “black-box” nature of reservoirs hinders the development of ESN. Although a large number of studies have concentrat...

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Detalles Bibliográficos
Autores principales: Sun, Xiaochuan, Hao, Mingxiang, Wang, Yutong, Wang, Yu, Li, Zhigang, Li, Yingqi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9777492/
https://www.ncbi.nlm.nih.gov/pubmed/36554114
http://dx.doi.org/10.3390/e24121709