Predict cryptocurrencies based on the GA-BP neural network
As the cryptocurrency market has flourished, Bitcoin has attracted widespread attention as a global leading digital currency. We used a standard BP neural network model to train and predict the price of Bitcoin based on the S&P 500 value index, cryptocurrency trading volume, and the highest price of Bitcoin. The parameters of the neural network were then optimized using a genetic algorithm. The study found that while both models could predict bitcoin price trends, the GA-BP algorithm did better in predicting bitcoin prices.
Authors
- Jiamin Hu (ORCID: https://orcid.org/0009-0003-6981-2672)
- Xiaoxiao Li (ORCID: https://orcid.org/0000-0002-1385-5898)
Institutions
- Shanghai Institute of Technology (CN)
Publication Details
- Published
- 2024-11-21
- DOI
- https://doi.org/10.1109/iciibms62405.2024.10792876
- Primary Topic
- Advanced Computational Techniques and Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00