Порівняння методів
Переглядайте обрані методи поруч; рядки з відмінностями підсвічено.
| Модель розподілу збитків× | Стохастичні диференціальні рівняння (СДР)× | |
|---|---|---|
| Галузь≠ | Актуарна наука | Імітаційне моделювання |
| Родина≠ | Regression model | Process / pipeline |
| Рік появи≠ | 2012 | 1944 (theory); 1992 (numerical framework) |
| Автор методу≠ | Klugman, Panjer & Willmot | Kiyosi Itô (Itô calculus, 1944); Peter Kloeden & Eckhard Platen (numerical methods, 1992) |
| Тип≠ | Parametric probability model | Continuous-time stochastic process model |
| Основоположне джерело≠ | Klugman, S. A., Panjer, H. H., & Willmot, G. E. (2012). Loss Models: From Data to Decisions (4th ed.). Wiley. ISBN: 978-1-118-31532-3 | Øksendal, B. (2003). Stochastic Differential Equations: An Introduction with Applications (6th ed.). Springer. DOI ↗ |
| Інші назви≠ | Severity-Frequency Model, Aggregate Loss Model, Claim Size Distribution Model, Hasar Dağılımı Modeli | SDE, Itô equations, Stokastik Diferansiyel Denklemler (SDE) |
| Пов'язані≠ | 3 | 4 |
| Підсумок≠ | A Loss Distribution Model is a parametric statistical framework used in actuarial science to characterise the probabilistic behaviour of insurance claim amounts and frequencies. Developed comprehensively by Klugman, Panjer, and Willmot in their foundational text Loss Models: From Data to Decisions (first edition 1998, fourth edition 2012), these models underpin premium rating, reserving, reinsurance pricing, and regulatory capital calculations across the insurance and risk-management industries. | Stochastic differential equations (SDEs) are differential equation models that combine a deterministic drift term — governing the average tendency of a system — with a stochastic diffusion term driven by a Wiener process (Brownian motion). Pioneered through Itô calculus by Kiyosi Itô in 1944 and given a comprehensive numerical treatment by Kloeden and Platen in 1992, SDEs are the standard modelling language for continuous-time systems subject to random noise, including financial asset prices, population dynamics, and physical processes. |
| ScholarGateНабір даних ↗ |
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