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Systematic Portfolio Optimization: Taming Estimation Error
Free access

Systematic Portfolio Optimization: Taming Estimation Error

by A. Boubakri

Free — the complete institutional quant pipeline: RMT spectral filtering, Ledoit-Wolf shrinkage, risk parity (ERC/HRP), HMM regime detection, Half-Kelly sizing under CVaR, and anti-p-hacking audits (DSR, CPCV).

84 pagesLevel: AdvancedFormats: PDF

What you'll learn

  • RMT spectral denoising and the Marčenko-Pastur law
  • Robust shrinkage: Ledoit-Wolf and OAS estimators
  • Risk parity: Equal Risk Contribution and Hierarchical Risk Parity
  • Regime detection via Mahalanobis distance and HMM
  • Half-Kelly sizing under CVaR constraints
  • Anti-p-hacking audit: Deflated Sharpe Ratio and purged CPCV