Stochastic Volatility and Tail Risk Modeling Framework

Construct an advanced financial modeling framework that integrates stochastic volatility models with extreme value theory for comprehensive tail risk analysis. Implement GARCH models, Heston stochastic volatility approaches, and extreme value distributions like Generalized Pareto. Create interactive simulation tools that can model complex market scenarios, generate probability density functions, and provide comprehensive risk metrics beyond traditional standard deviation measurements.