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In quantitative finance, modeling the volatility structure of underlying assets is vital to pricing options. Rough stochastic volatility models, such as the rough Bergomi model [Bayer, Friz, Gatheral, Quantitative Finance 16(6), 887-904,…

计算金融 · 定量金融 2021-12-16 Christian Bayer , Eric Joseph Hall , Raúl Tempone

Kernel Estimation is one of the most widely used estimation methods in non-parametric Statistics, having a wide-range of applications, including spot volatility estimation of stochastic processes. The selection of bandwidth and kernel…

统计理论 · 数学 2016-12-15 José E. Figueroa-López , Cheng Li

The recently developed rough Bergomi (rBergomi) model is a rough fractional stochastic volatility (RFSV) model which can generate more realistic term structure of at-the-money volatility skews compared with other RFSV models. However, its…

数理金融 · 定量金融 2021-09-21 Qinwen Zhu , Grégoire Loeper , Wen Chen , Nicolas Langrené

We develop a non-parametric, semimartingale optimal transport, calibration methodology for local volatility models with stochastic interest rate. The method finds a fully calibrated model which is the closest, in a way that can be defined…

数理金融 · 定量金融 2025-05-08 Benjamin Joseph , Gregoire Loeper , Jan Obloj

Using spectral decomposition techniques and singular perturbation theory, we develop a systematic method to approximate the prices of a variety of options in a fast mean-reverting stochastic volatility setting. Four examples are provided in…

证券定价 · 定量金融 2012-05-15 Jean-Pierre Fouque , Sebastian Jaimungal , Matthew Lorig

We propose a tractable extension of the rough Bergomi model, replacing the fractional Brownian motion with a generalised grey Brownian motion, which we show to be reminiscent of models with stochastic volatility of volatility. This…

证券定价 · 定量金融 2025-05-14 Antoine Jacquier , Adriano Oliveri Orioles , Zan Zuric

In this paper, we study the option pricing problems for rough volatility models. As the framework is non-Markovian, the value function for a European option is not deterministic; rather, it is random and satisfies a backward stochastic…

数理金融 · 定量金融 2020-08-05 Christian Bayer , Jinniao Qiu , Yao Yao

We provide explicit approximation formulas for VIX futures and options in forward variance models, with particular emphasis on the family of so-called Bergomi models: the one-factor Bergomi model [Bergomi, Smile dynamics II, Risk, 2005],…

数理金融 · 定量金融 2022-05-06 Florian Bourgey , Stefano De Marco , Emmanuel Gobet

We develop an unsupervised deep learning method to solve the barrier options under the Bergomi model. The neural networks serve as the approximate option surfaces and are trained to satisfy the PDE as well as the boundary conditions. Two…

计算金融 · 定量金融 2022-07-04 Weilong Fu , Ali Hirsa

We propose a method to bound the expectation of the supremum of the price process in stochastic volatility models. It can be applied, for example, to the rough Bergomi model, avoiding the need to discuss finiteness of higher moments. Our…

概率论 · 数学 2026-03-20 Stefan Gerhold , Julian Pachschwöll , Johannes Ruf

The rough Bergomi (rBergomi) model, introduced recently in [5], is a promising rough volatility model in quantitative finance. It is a parsimonious model depending on only three parameters, and yet remarkably fits with empirical implied…

计算金融 · 定量金融 2020-07-13 Christian Bayer , Chiheb Ben Hammouda , Raul Tempone

We consider rough stochastic volatility models where the variance process satisfies a stochastic Volterra equation with the fractional kernel, as in the rough Bergomi and the rough Heston model. In particular, the variance process is…

计算金融 · 定量金融 2022-07-19 Christian Bayer , Simon Breneis

We consider the problem of estimating the roughness of the volatility process in a stochastic volatility model that arises as a nonlinear function of fractional Brownian motion with drift. To this end, we introduce a new estimator that…

统计金融 · 定量金融 2026-04-17 Xiyue Han , Alexander Schied

In this article, we apply the forward variance modeling approach by L.Bergomi to the co-terminal swap market model. We build an interest rate model for which all the market price changes of hedging instruments, interest rate swaps and…

计算金融 · 定量金融 2018-08-27 Kenjiro Oya

This paper addresses the problem of learning the impulse responses characterizing forward models by means of a regularized kernel-based Prediction Error Method (PEM). The common approach to accomplish that is to approximate the system with…

最优化与控制 · 数学 2024-09-20 Giulio Fattore , Marco Peruzzo , Giacomo Sartori , Mattia Zorzi

The rough Bergomi (rBergomi) model can accurately describe the historical and implied volatilities, and has gained much attention in the past few years. However, there are many hidden unknown parameters or even functions in the model. In…

计算金融 · 定量金融 2024-02-06 Changqing Teng , Guanglian Li

This article studies the finite sample behaviour of a number of estimators for the integrated power volatility process of a Brownian semistationary process in the non semi-martingale setting. We establish three consistent feasible…

We introduce a novel rough Bergomi (rBergomi) model featuring a variance-driven exponentially weighted moving average (EWMA) time-dependent Hurst parameter $H_t$, fundamentally distinct from recent machine learning and wavelet-based…

数理金融 · 定量金融 2025-09-09 Jayanth Athipatla

The rough Bergomi model, introduced by Bayer, Friz and Gatheral [Quant. Finance 16(6), 887-904, 2016], is one of the recent rough volatility models that are consistent with the stylised fact of implied volatility surfaces being essentially…

计算金融 · 定量金融 2021-01-06 Ryan McCrickerd , Mikko S. Pakkanen

We develop a maximum penalized quasi-likelihood estimator for estimating in a nonparametric way the diffusion function of a diffusion process, as an alternative to more traditional kernel-based estimators. After developing a numerical…

统计金融 · 定量金融 2011-01-12 Jeff Hamrick , Yifei Huang , Constantinos Kardaras , Murad Taqqu
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