🌙

具有仿射随机波动率和莱维跳跃模型的解析可解性与精确模拟

Analytical solvability and exact simulation in models with affine stochastic volatility and Lévy jumps

Mathematical Finance · 2023
被引 11
人大 BABS 3

中文导读

研究了仿射随机波动率和莱维跳跃模型的解析可解性,推导出条件矩生成函数的统一公式,并基于此提出高效精确的模拟方案,适用于路径依赖衍生品定价。

Abstract

Abstract We investigate analytical solvability of models with affine stochastic volatility (SV) and Lévy jumps by deriving a unified formula for the conditional moment generating function of the log‐asset price and providing the condition under which this new formula is explicit. The results lay a foundation for a range of valuation, calibration, and econometric problems. We then combine our theoretical results, the Hilbert transform method, various interpolation techniques, with the dimension reduction technique to propose unified simulation schemes for solvable models with affine SV and Lévy jumps. In contrast to traditional exact simulation methods, our approach is applicable to a broad class of models, maintains good accuracy, and enables efficient pricing of discretely monitored path‐dependent derivatives. We analyze various sources of errors arising from the simulation approach and present error bounds. Finally, extensive numerical results demonstrate that our method is highly accurate, efficient, simple to implement, and widely applicable.

金融数学随机波动率期权定价数值模拟计量经济学