Linganisha mbinu

	Wagrika kupitia Utambulisho wa Kiotomatiki	Modeli ya Bates	Uthamini Usio na Hatari (Risk-Neutral Valuation)
Nyanja	Fedha za Kiidadi	Fedha za Kiidadi	Fedha za Kiidadi
Familia	Machine learning	Regression model	Regression model
Mwaka wa asili	2008	1996	1979
Mwanzilishi	Mike Giles, Iman Homescu	David S. Bates	John Harrison and David Kreps
Aina	Sensitivity Analysis	Equity/FX Model	Fundamental Principle
Chanzo asilia	Giles, M. B. (2008). Adjoint code by automatic differentiation. Journal of Computational Finance, 12(1), 1-18.	Bates, D. S. (1996). Jumps and stochastic volatility: Exchange rate processes implicit in Deutsche Mark options. Review of Financial Studies, 9(1), 69-107.	Harrison, J. M., & Kreps, D. M. (1979). Martingales and arbitrage in multiperiod securities markets. Journal of Economic Theory, 20(3), 381-408.
Majina mbadala	AD Greeks, Algorithmic Differentiation, Autodiff	SVJ Model, Jump Diffusion	Risk-Neutral Measure, Q-Measure
Zinazohusiana	3	4	4
Muhtasari	Automatic differentiation (AD) is a computational technique for computing derivatives (Greeks) by differentiating the computer code that computes the option price. AD avoids manual derivation of formulas and finite-difference approximations, yielding exact sensitivities with machine precision. It has become essential for real-time risk management in modern trading systems.	The Bates model (1996) combines stochastic volatility and jump diffusion to capture both the volatility smile and the implied volatility skew observed in equity and currency option markets. It extends the Heston model by adding a Poisson jump component to returns, making it suitable for pricing options when sudden price moves are expected.	Risk-neutral valuation (1979) is the fundamental principle that derivative prices equal the expected payoff discounted at the risk-free rate, computed under a risk-neutral probability measure (Q-measure). This principle, formalized by Harrison and Kreps, eliminates the need to estimate risk premia and is the foundation of modern derivatives pricing.