Applied Extreme Value Theory: Modeling Rare Events in Finance, Climate, and Risk

Monroe, Elis

/ ISBN 13: 9798266522947

Editore: Independently published, 2025

Codice articolo 51288053-n

Riassunto:

Applied Extreme Value Theory: Modeling Rare Events in Finance, Climate, and Risk is a practical guide for analysts, scientists, and policymakers who need to understand and manage extreme events. From market crashes and catastrophic floods to major insurance losses, this book turns complex statistical theory into actionable tools.

Covering sixteen chapters, it begins with foundational probability concepts and the Extremal Types Theorem before moving into core techniques such as Block Maxima and Peaks-Over-Threshold modeling, parameter estimation, diagnostics, and multivariate extensions. Applications are explored in finance, climate science, and risk management, including value-at-risk calculations, stress testing, heatwave projections, and reinsurance pricing.

With hands-on implementations in R and Python, detailed case studies, and discussions on non-stationarity and ethical considerations, this book empowers readers to quantify tail risks and make informed, resilient decisions in an uncertain world.

• Practical guidance on modeling rare events in finance, climate, and risk management

• Step-by-step instructions for Block Maxima and Peaks-Over-Threshold methods

• Parameter estimation, diagnostics, and multivariate extensions

• Real-world case studies using R and Python

• Insights on non-stationarity, ethics, and emerging research frontiers

Dati bibliografici

Titolo: Applied Extreme Value Theory: Modeling Rare ...
Casa editrice: Independently published
Data di pubblicazione: 2025
Legatura: Brossura
Illustratore: Monroe, Elis
Condizione: New