Islam, M.S., Bashir, M., Rahman, S. , Al Montaser, M.A. , Bortty, J.C. , Nishan, A. and Haque, M.R. 2025. Machine Learning-Based Cryptocurrency Prediction: Enhancing Market Forecasting with Advanced Predictive Models. Journal of Ecohumanism. 4, 2 (Mar. 2025), 2498 –. DOI:https://doi.org/10.62754/joe.v4i2.6663.