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This is a In Vitro Study study.

Artificial intelligence-based model – a key technique in digital economy development for cryptocurrency price prediction

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This research demonstrates effective price prediction for Bitcoin and Ethereum using LSTM models, highlighting AI's role in the digital economy.

LSTM models achieve exceptional predictive accuracy for Bitcoin and Ethereum, capturing complex price patterns.
Results indicate R² values of 99.08% for Bitcoin and 97.44% for Ethereum, with low MAPE values of 1.8% and 1.9%.
The methodology involves training on historical price data from 2014 to 2024 for Bitcoin, and 2017 to 2024 for Ethereum.
Implications suggest that reliable forecast models can enhance investment decision-making in the volatile cryptocurrency market.

Mariya Paskaleva (2025) studied this question.

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This research demonstrates effective price prediction for Bitcoin and Ethereum using LSTM models, highlighting AI's role in the digital economy.