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In this paper, we price European Call three different option pricing models, where the volatility is dynamically changing i.e. non constant. In stochastic volatility (SV) models for option pricing a closed form approximation technique is…

In this paper we propose an efficient method to compute the price of multi-asset American options, based on Machine Learning, Monte Carlo simulations and variance reduction technique. Specifically, the options we consider are written on a…

计算金融 · 定量金融 2019-12-04 Ludovic Goudenège , Andrea Molent , Antonino Zanette

This study focuses on the application of the Heston model to option pricing, employing both theoretical derivations and empirical validations. The Heston model, known for its ability to incorporate stochastic volatility, is derived and…

计算金融 · 定量金融 2024-10-22 Zheng Cao , Xinhao Lin

In this work, we propose an algorithm to price American options by directly solving the dual minimization problem introduced by Rogers. Our approach relies on approximating the set of uniformly square integrable martingales by a finite…

概率论 · 数学 2016-04-13 Jérôme Lelong

An efficient computational algorithm to price financial derivatives is presented. It is based on a path integral formulation of the pricing problem. It is shown how the path integral approach can be worked out in order to obtain fast and…

统计力学 · 物理学 2009-11-07 G. Montagna , O. Nicrosini , N. Moreni

In this paper we use Bernstein and Chebyshev polynomials to approximate the price of some basket options under a bivariate Black-Scholes model. The method consists in expanding the price of a univariate related contract after conditioning…

证券定价 · 定量金融 2014-04-14 Pablo Olivares

In this work, the Fourier-cosine series (COS) method has been combined with the Boundary Element Method (BEM) for a fast evaluation of barrier option prices. After a description of its use in the Black and Scholes (BS) model, the focus of…

计算金融 · 定量金融 2023-01-31 A. Aimi , C. Guardasoni , L. Ortiz-Gracia , S. Sanfelici

This paper deals with pricing of European and American options, when the underlying asset price follows Heston model, via the interior penalty discontinuous Galerkin finite element method (dGFEM). The advantages of dGFEM space…

计算金融 · 定量金融 2020-05-28 Sinem Kozpınar , Murat Uzunca , Bülent Karasözen

We propose a novel structural estimation framework in which we train a surrogate of an economic model with deep neural networks. Our methodology alleviates the curse of dimensionality and speeds up the evaluation and parameter estimation by…

计量经济学 · 经济学 2021-02-19 Hui Chen , Antoine Didisheim , Simon Scheidegger

We present a novel method for the numerical pricing of American options based on Monte Carlo simulation and the optimization of exercise strategies. Previous solutions to this problem either explicitly or implicitly determine so-called…

计算金融 · 定量金融 2019-08-13 Christian Bayer , Raúl Tempone , Sören Wolfers

In this paper, we price American-style Parisian down-and-in call options under the Black-Scholes framework. Usually, pricing an American-style option is much more difficult than pricing its European-style counterpart because of the…

证券定价 · 定量金融 2015-11-06 Song-Ping Zhu , Nhat-Tan Le , Wen-Ting Chen , Xiaoping Lu

This paper considers the valuation of a European call option under the Heston stochastic volatility model. We present the asymptotic solution to the option pricing problem in powers of the volatility of variance. Then we introduce the…

数值分析 · 数学 2019-12-03 Hongshan Li , Zhongyi Huang

We examine the empirical performance of some parametric and nonparametric estimators of prices of options with a fixed time to maturity, focusing on variance-gamma and Heston models on one side, and on expansions in Hermite functions on the…

计算金融 · 定量金融 2024-12-03 Carlo Marinelli , Stefano D'Addona

A new mathematical model for the Black-Scholes equation is proposed to forecast option prices. This model includes new interval for the price of the underlying stock as well as new initial and boundary conditions. Conventional notions of…

数理金融 · 定量金融 2015-03-13 Michael V. Klibanov , Andrey V. Kuzhuget

We consider approximate pricing formulas for European options based on approximating the logarithmic return's density of the underlying by a linear combination of rescaled Hermite polynomials. The resulting models, that can be seen as…

证券定价 · 定量金融 2023-08-15 Carlo Marinelli , Stefano d'Addona

In this paper, a new numerical method based on adaptive gradient descent optimizers is provided for computing the implied volatility from the Black-Scholes (B-S) option pricing model. It is shown that the new method is more accurate than…

计算金融 · 定量金融 2023-03-24 Yixiao Lu , Yihong Wang , Tinggan Yang

The paper focuses on pricing European-style options on several underlying assets under the Black-Scholes model represented by a nonstationary partial differential equation. The proposed method combines the Galerkin method with…

数值分析 · 数学 2022-11-28 Dana Černá , Kateřina Fiňková

Deep hedging is a framework for hedging derivatives in the presence of market frictions. In this study, we focus on the problem of hedging a given target option by using multiple options. To extend the deep hedging framework to this…

计算金融 · 定量金融 2023-05-23 Masanori Hirano , Kentaro Imajo , Kentaro Minami , Takuya Shimada

In this paper, we present an implicit finite difference method for the numerical solution of the Black-Scholes model of American put options without dividend payments. We combine the proposed numerical method by using a front fixing…

数值分析 · 数学 2020-04-09 Riccardo Fazio , Alessandra Insana , Alessandra Jannelli

The Heston stochastic volatility model is a widely used tool in financial mathematics for pricing European options. However, its calibration remains computationally intensive and sensitive to local minima due to the model's nonlinear…

偏微分方程分析 · 数学 2026-04-21 Arman Zadgar , Somayeh Fallah , Farshid Mehrdoust , Juan E. Trinidad Segovia