AAD and least-square Monte Carlo: Fast Bermudan-style options and XVA Greeks
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Publication:4586457
DOI10.3233/AF-170201zbMath1395.91492MaRDI QIDQ4586457
Andrea Macrina, Luca Capriotti, Yupeng Jiang
Publication date: 13 September 2018
Published in: Algorithmic Finance (Search for Journal in Brave)
Monte Carlo methodsadjoint algorithmic differentiation (AAD)Bermudan-style optionsvaluation adjustments (XVA)
Numerical methods (including Monte Carlo methods) (91G60) Monte Carlo methods (65C05) Derivative securities (option pricing, hedging, etc.) (91G20)
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Stochastic algorithmic differentiation of (expectations of) discontinuous functions (indicator functions) ⋮ KrigHedge: Gaussian Process Surrogates for Delta Hedging ⋮ Deep xVA Solver: A Neural Network–Based Counterparty Credit Risk Management Framework ⋮ Low-Rank Tensor Approximation for Chebyshev Interpolation in Parametric Option Pricing ⋮ Stochastic automatic differentiation: automatic differentiation for Monte-Carlo simulations
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