Adaptive Market Regime Detection System

Develop a sophisticated market regime detection framework using advanced statistical techniques and machine learning. Create a multi-dimensional approach that simultaneously analyzes volatility structures, correlation matrices, and high-dimensional market signals to identify and predict transitions between different market states. Implement a real-time adaptive learning mechanism that can dynamically update regime classification models.