[HTML][HTML] A generative adversarial network approach to calibration of local stochastic volatility models

C Cuchiero, W Khosrawi, J Teichmann - Risks, 2020 - mdpi.com
We propose a fully data-driven approach to calibrate local stochastic volatility (LSV) models,
circumventing in particular the ad hoc interpolation of the volatility surface. To achieve this …

Robust pricing and hedging via neural SDEs

P Gierjatowicz, M Sabate-Vidales, D Šiška… - arXiv preprint arXiv …, 2020 - arxiv.org
Mathematical modelling is ubiquitous in the financial industry and drives key decision
processes. Any given model provides only a crude approximation to reality and the risk of …

The Heston stochastic-local volatility model: Efficient Monte Carlo simulation

AW Van der Stoep, LA Grzelak… - International Journal of …, 2014 - World Scientific
In this paper we propose an efficient Monte Carlo scheme for simulating the stochastic
volatility model of Heston (1993) enhanced by a nonparametric local volatility component …

Robust pricing and hedging via neural stochastic differential equations

P Gierjatowicz, M Sabate-Vidales, D Siska… - Journal of …, 2022 - papers.ssrn.com
Modern data science techniques are opening the door to data-driven model selection
mechanisms. However, most machine learning models are “black boxes”, as individual …

Smiling twice: the Heston++ model

C Pacati, G Pompa, R Reno - Journal of Banking & Finance, 2018 - Elsevier
We recommend the addition of a deterministic displacement to multi-factor affine models to
calibrate and hedge SPX and VIX derivatives jointly. The proposed model, labeled …

Inverting the Markovian projection, with an application to local stochastic volatility models

D Lacker, M Shkolnikov, J Zhang - 2020 - projecteuclid.org
We study two-dimensional stochastic differential equations (SDEs) of McKean–Vlasov type
in which the conditional distribution of the second component of the solution given the first …

Bundling Variety, Usage, or Both? A Multi-Service Analysis of Pay-Per-Use and Subscription Pricing

CA Wu, C Jin, Q Liu - A Multi-Service Analysis of Pay-Per-Use and …, 2023 - papers.ssrn.com
We depart from the classic bundling literature on single-unit purchases and develop a multi-
unit demand model in which customers decide both the variety and volume of their …

Calibration of local‐stochastic volatility models by optimal transport

I Guo, G Loeper, S Wang - Mathematical Finance, 2022 - Wiley Online Library
In this paper, we study a semi‐martingale optimal transport problem and its application to
the calibration of local‐stochastic volatility (LSV) models. Rather than considering the …

A high-order RBF-FD method for option pricing under regime-switching stochastic volatility models with jumps

G Tour, N Thakoor, DY Tangman, M Bhuruth - Journal of Computational …, 2019 - Elsevier
In this paper, we develop a high-order radial basis function finite difference (RBF-FD)
approximation on a five-point stencil for pricing options under the regime-switching …

[HTML][HTML] The calibration of stochastic local-volatility models: An inverse problem perspective

YF Saporito, X Yang, JP Zubelli - Computers & Mathematics with …, 2019 - Elsevier
We tackle the calibration of the Stochastic Local-Volatility (SLV) model. This is the class of
financial models that combines the local volatility and stochastic volatility features and has …