Bayesian Decision Making for Traders & CFOs: Probabilistic Thinking, Hierarchical Models, and Real-World Risk Applications with Python & Stan - Softcover

Van Der Post, Hayden; Bisette, Vincent; Preston, James

 
9798184645643: Bayesian Decision Making for Traders & CFOs: Probabilistic Thinking, Hierarchical Models, and Real-World Risk Applications with Python & Stan
Softcover
ISBN 13: 9798184645643
Verlag: Independently published, 2026

Inhaltsangabe

Reactive Publishing

Bayesian Decision Making for Traders & CFOs delivers a practical, code-first framework for applying Bayesian inference to real-world financial problems. You’ll move beyond basic probability to build and deploy hierarchical models that capture complex market dynamics, investor behavior, and organizational risk.

What You’ll Discover Inside:

  • How to apply Bayesian thinking to trading strategies, portfolio construction, and risk management
  • Building hierarchical models that account for varying market regimes and individual heterogeneity
  • Real-world applications in volatility forecasting, credit risk, option pricing, and capital allocation
  • Full Python implementations using Stan (CmdStanPy) for efficient Bayesian computation
  • Techniques for model checking, posterior predictive checks, and decision analysis under uncertainty
  • Practical workflows for integrating Bayesian outputs into trading systems and executive dashboards

Written for quantitative traders, risk managers, and forward-thinking CFOs, this book bridges theory and practice with clear explanations, complete code examples, and reproducible case studies. Whether you’re refining high-frequency signals or making multi-million-dollar capital decisions, you’ll gain the probabilistic tools needed to navigate uncertainty with confidence.

Perfect for practitioners who want to move past black-box models and develop transparent, adaptable decision frameworks.

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Verlag
Independently published
Erscheinungsdatum
2026
Sprache
Englisch
ISBN 13 
9798184645643
Einband
Taschenbuch
Anzahl der Seiten
572
Herausgeber
Schwartz Alice
Kontakt zum Hersteller
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