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Contrary to the common view that exact pricing is prohibitive owing to the curse of dimensionality, this study proposes an efficient and unified method for pricing options under multivariate Black-Scholes-Merton (BSM) models, such as the…

证券定价 · 定量金融 2018-05-09 Jaehyuk Choi

In this paper a time-fractional Black-Scholes model (TFBSM) is considered to study the price change of the underlying fractal transmission system. We develop and analyze a numerical method to solve the TFBSM governing European options. The…

数值分析 · 数学 2022-07-20 Anshima Singh , Sunil Kumar

This paper presents a new model for options pricing. The Black-Scholes-Merton (BSM) model plays an important role in financial options pricing. However, the BSM model assumes that the risk-free interest rate, volatility, and equity premium…

数理金融 · 定量金融 2024-08-29 Nicole Hao , Echo Li , Diep Luong-Le

This study investigates enhancing option pricing by extending the Black-Scholes model to include stochastic volatility and interest rate variability within the Partial Differential Equation (PDE). The PDE is solved using the finite…

数值分析 · 数学 2025-04-15 Nikhil Shivakumar Nayak

The purpose of this paper is to analyze the problem of option pricing when the short rate follows subdiffusive fractional Merton model. We incorporate the stochastic nature of the short rate in our option valuation model and derive explicit…

证券定价 · 定量金融 2018-05-03 Foad Shokrollahi

With the rapid advancement of neural networks, methods for option pricing have evolved significantly. This study employs the Black-Scholes-Merton (B-S-M) model, incorporating an additional variable to improve the accuracy of predictions…

计算工程、金融与科学 · 计算机科学 2024-12-03 Zeyuan Li , Qingdao Huang

In a global derivatives market with notional values in the hundreds of trillions of dollars, the accuracy and efficiency of pricing models are of fundamental importance, with direct implications for risk management, capital allocation, and…

量子物理 · 物理学 2026-04-23 Sebastian Zając , Rafał Pracht

Option pricing models, essential in financial mathematics and risk management, have been extensively studied and recently advanced by AI methodologies. However, American option pricing remains challenging due to the complexity of…

机器学习 · 计算机科学 2024-09-30 Qiguo Sun , Hanyue Huang , XiBei Yang , Yuwei Zhang

This research addresses accurate option pricing by employing models beyond the traditional Black-Scholes framework. While Black-Scholes provides a closed-form solution, it is limited by assumptions of constant volatility, no dividends, and…

计算金融 · 定量金融 2026-04-08 Karmanpartap Singh Sidhu , Pranshi Saxena

Option pricing in real markets faces fundamental challenges. The Black--Scholes--Merton (BSM) model assumes constant volatility and uses a linear generator $g(t,x,y,z)=-ry$, while lacking explicit behavioral factors, resulting in systematic…

计算金融 · 定量金融 2026-01-28 Yilun Zhang , Zheng Tang , Hexiang Sun , Yufeng Shi

Subdiffusion is a well established phenomenon in physics. In this paper we apply the subdiffusive dynamics to analyze financial markets. We focus on the financial aspect of time fractional diffusion model with moving boundary i.e. American…

计算金融 · 定量金融 2021-04-19 Grzegorz Krzyżanowski , Marcin Magdziarz

This paper presents a discrete-time option pricing model that is rooted in Reinforcement Learning (RL), and more specifically in the famous Q-Learning method of RL. We construct a risk-adjusted Markov Decision Process for a discrete-time…

计算金融 · 定量金融 2019-09-04 Igor Halperin

We consider the pricing problem related to payoffs that can have discontinuities of polynomial growth. The asset price dynamic is modeled within the Black and Scholes framework characterized by a stochastic volatility term driven by a…

概率论 · 数学 2016-07-26 Viktor Bezborodov , Luca Di Persio , Yuliya Mishura

In this paper we focus on the subdiffusive Black Scholes model. The main part of our work consists of the finite difference method as a numerical approach to the option pricing in the considered model. We derive the governing fractional…

计算工程、金融与科学 · 计算机科学 2021-04-19 Grzegorz Krzyżanowski , Marcin Magdziarz , Łukasz Płociniczak

The Fractional Stochastic Regularity Model (FSRM) is an extension of Black-Scholes model describing the multifractal nature of prices. It is based on a multifractional process with a random Hurst exponent $H_t$, driven by a fractional…

数理金融 · 定量金融 2025-05-13 Daniele Angelini , Matthieu Garcin

This study investigates the application of machine learning techniques, specifically Neural Networks, Random Forests, and CatBoost for option pricing, in comparison to traditional models such as Black-Scholes and Heston Model. Using both…

计算金融 · 定量金融 2025-10-03 Georgy Milyushkov

The time-fractional Black-Scholes equation (TFBSE) is intended to price the options for which the underlying price fluctuates within a correlated fractal transmission system. Although the TFBSE is an influential approach for grasping the…

数值分析 · 数学 2025-08-12 Nizamudheen V , Riyasudheen TK , Noufal Asharaf , Shefeeq T

We show how the prices of options can be determined with the help of double-fractional differential equation in such a way that their inclusion in a portfolio of stocks provides a more reliable hedge against dramatic price drops that the…

风险管理 · 定量金融 2016-03-11 Hagen Kleinert , Jan Korbel

In this paper, we focus on the tempered subdiffusive Black-Scholes model. The main part of our work consists of the finite difference method as a numerical approach to the option pricing in the considered model. We derive the governing…

数值分析 · 数学 2022-05-16 Grzegorz Krzyżanowski , Marcin Magdziarz

We survey some new progress on the pricing models driven by fractional Brownian motion \cb{or} mixed fractional Brownian motion. In particular, we give results on arbitrage opportunities, hedging, and option pricing in these models. We…

证券定价 · 定量金融 2010-04-20 Christian Bender , Tommi Sottinen , Esko Valkeila
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