Automated Performance Regression Detection System

Develop a comprehensive performance regression detection system for TypeScript financial services using advanced statistical analysis and machine learning techniques. Create a custom performance testing framework that automatically captures performance metrics, implements dynamic baseline establishment, and provides predictive anomaly detection. Include comprehensive reporting mechanisms and integration with CI/CD pipelines for automatic performance validation.