Probabilistic Forecasting with Uncertainty Quantification

Develop a sophisticated SQL-based forecasting system that not only predicts future values but also quantifies prediction uncertainty. Create queries that implement advanced time series forecasting techniques, calculate prediction intervals, and generate probabilistic forecast distributions. Design the system to handle complex seasonal patterns and adapt to changing data characteristics.