Complex Time-Dependent Predictive Modeling

Develop an advanced SQL query system for time-dependent predictive modeling that incorporates temporal decay, seasonality, and evolving feature importance. Create a flexible framework that supports dynamic feature selection, implements advanced time series decomposition, and generates probabilistic future predictions. The solution should handle complex temporal patterns, support multiple prediction horizons, and provide comprehensive uncertainty quantification.