📄️ Performances results
The performance metrics indicate that the Eclipse model achieves exceptional predictive accuracy and robust generalization capabilities. 🚀
📄️ Assumptions Analysis
The statistical tests performed on the residuals of the Eclipse model indicate that the model adheres well to assumptions critical for its validity and reliability in time-series forecasting.
📄️ Additional Analysis
Training and Validation MAE
📄️ Discussion
While the Eclipse Indicator demonstrates robust predictive performance based on historical data and shows strong generalization capabilities, it is not without limitations. One significant constraint is its reliance on past patterns and relationships within the Bitcoin market. The model assumes that these relationships remain stable over time; however, markets, especially emerging ones like Bitcoin, are subject to significant structural changes. Factors such as regulatory developments, macroeconomic influences, and shifts in investor behavior can disrupt previously observed patterns, potentially reducing the accuracy of predictions.