Document is current

Article History

Received: 17 December 2024

Accepted: 31 July 2025

First Online: 19 August 2025

Declarations

:

: While the proposed LSTM and DBSCAN-based framework offers robust tools for Bitcoin price forecasting and anomaly detection, it is essential to consider the ethical implications of deploying such systems in real-world financial environments. One key concern is the potential for market manipulation if predictive signals or anomaly alerts are misused by traders to artificially influence market perception or trigger automated responses.

: The authors declare that they have no Conflict of interest.

: Not applicable.

: Not applicable.