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LSTM in Algorithmic Investment Strategies on BTC and S&P500 Index

We use LSTM networks to forecast the value of the BTC and S&P500 index, using data from 2013 to the end of 2020, with the following frequencies: daily, 1 h, and 15 min data. We introduce our innovative loss function, which improves the usefulness of the forecasting ability of the LSTM model in a...

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Detalles Bibliográficos
Autores principales: Michańków, Jakub, Sakowski, Paweł, Ślepaczuk, Robert
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8839390/
https://www.ncbi.nlm.nih.gov/pubmed/35161663
http://dx.doi.org/10.3390/s22030917