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The Voice of Physics in Finance:A Glance on the Theoretical Application of Heat Equation to Stock Price Diffusions
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作者 Leonard Mushunje 《Journal of Economic Science Research》 2021年第1期1-4,共4页
Stock price volatility is considered the main matter of concern within the investment grounds.However,the diffusivity of these prices should as well be considered.As such,proper modelling should be done for investors ... Stock price volatility is considered the main matter of concern within the investment grounds.However,the diffusivity of these prices should as well be considered.As such,proper modelling should be done for investors to stay healthy-informed.This paper suggest to model stock price diffusions using the heat equation from physics.We hypothetically state that,our model captures and model the diffusion bubbles of stock prices with a better precision of reality.We compared our model with the standard geometric Brownian motion model which is the wide commonly used stochastic differential equation in asset valuation.Interestingly,the models proved to agree as evidenced by a bijective relation between the volatility coefficients of the Brownian motion model and the diffusion coefficients of our heat diffusion model as well as the corresponding drift components.Consequently,a short proof for the martingale of our model is done which happen to hold. 展开更多
关键词 Stock prices VOLATILITY Diffusion heat equation Brownian motion model PHYSICS
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Vulnerable European Call Option Pricing Based on Uncertain Fractional Differential Equation 被引量:1
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作者 LEI Ziqi ZHOU Qing +1 位作者 WU Weixing WANG Zengwu 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2023年第1期328-359,共32页
This paper presents two new versions of uncertain market models for valuing vulnerable European call option.The dynamics of underlying asset,counterparty asset,and corporate liability are formulated on the basis of un... This paper presents two new versions of uncertain market models for valuing vulnerable European call option.The dynamics of underlying asset,counterparty asset,and corporate liability are formulated on the basis of uncertain differential equations and uncertain fractional differential equations of Caputo type,respectively,and the solution to an uncertain fractional differential equation of Caputo type is presented by employing the Mittag-Leffler function andα-path.Then,the pricing formulas of vulnerable European call option based on the proposed models are investigated as well as some algorithms.Some numerical experiments are performed to verify the effectiveness of the results. 展开更多
关键词 α-path UNCERTAINTY uncertain fractional differential equation vulnerable option pricing
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Rough Heston Models with Variable Vol-of-Vol and Option Pricing
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作者 Hui Liang Jingtang Ma Zhengguang Shi 《Annals of Applied Mathematics》 2023年第2期206-238,共33页
In this paper,a rough Heston model with variable volatility of volatility(vol-of-vol)is derived by modifying the generalized nonlinear Hawkes process and extending the scaling techniques.Then the nonlinear fractional ... In this paper,a rough Heston model with variable volatility of volatility(vol-of-vol)is derived by modifying the generalized nonlinear Hawkes process and extending the scaling techniques.Then the nonlinear fractional Ric-cati equation for the characteristic function of the asset log-price is derived.The existence,uniqueness and regularity of the solution to the nonlinear fractional Riccati equation are proved and the equation is solved by the Adams methods.Finally the Fourier-cosine methods are combined with the Adams methods to price the options. 展开更多
关键词 Rough Heston model option pricing Hawkes process fractional differential equations Fourier-cosine methods
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Pricing Stochastic Barrier Options under Hull-White Interest Rate Model 被引量:1
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作者 潘坚 肖庆宪 《Journal of Donghua University(English Edition)》 EI CAS 2016年第3期433-438,共6页
A barrier option valuation model with stochastic barrier which was regarded as the main feature of the model was developed under the Hull-White interest rate model.The purpose of this study was to deal with the stocha... A barrier option valuation model with stochastic barrier which was regarded as the main feature of the model was developed under the Hull-White interest rate model.The purpose of this study was to deal with the stochastic barrier by means of partial differential equation methods and then derive the exact analytical solutions of the barrier options.Furthermore,a numerical example was given to show how to apply this model to pricing one structured product in realistic market.Therefore,this model can provide new insight for future research on structured products involving barrier options. 展开更多
关键词 stochastic barrier Hull-White interest rate model partial differential equation(PDE) methods option pricing
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A Boundary Element Formulation for the Pricing of Barrier Options
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作者 Shih-Yu Shen Yi-Long Hsiao 《Open Journal of Modelling and Simulation》 2013年第3期30-35,共6页
In this article, we derive a boundary element formulation for the pricing of barrier option. The price of a barrier option is modeled as the solution of Black-Scholes’ equation. Then the problem is transformed to a b... In this article, we derive a boundary element formulation for the pricing of barrier option. The price of a barrier option is modeled as the solution of Black-Scholes’ equation. Then the problem is transformed to a boundary value problem of heat equation with a moving boundary. The boundary integral representation and integral equation are derived. A boundary element method is designed to solve the integral equation. Special quadrature rules for the singular integral are used. A numerical example is also demonstrated. This boundary element formulation is correct. 展开更多
关键词 BOUNDARY Element Method BLACK-SCHOLES equation Moving BOUNDARY option pricing BARRIER option
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SIMPLEST DIFFERENTIAL EQUATION OF STOCK PRICE,ITS SOLUTION AND RELATION TO ASSUMPTION OF BLACK-SCHOLES MODEL
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作者 云天铨 雷光龙 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2003年第6期654-658,共5页
Two kinds of mathematical expressions of stock price, one of which based on certain description is the solution of the simplest differential equation (S.D.E.) obtained by method similar to that used in solid mechanics... Two kinds of mathematical expressions of stock price, one of which based on certain description is the solution of the simplest differential equation (S.D.E.) obtained by method similar to that used in solid mechanics,the other based on uncertain description (i.e., the statistic theory)is the assumption of Black_Scholes's model (A.B_S.M.) in which the density function of stock price obeys logarithmic normal distribution, can be shown to be completely the same under certain equivalence relation of coefficients. The range of the solution of S.D.E. has been shown to be suited only for normal cases (no profit, or lost profit news, etc.) of stock market, so the same range is suited for A.B_ S.M. as well. 展开更多
关键词 stock market option pricing Black_Scholes model probability and certainty differential equation
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The Operator Splitting Method for Black-Scholes Equation
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作者 Yassir Daoud Turgut Ozis 《Applied Mathematics》 2011年第6期771-778,共8页
The Operator Splitting method is applied to differential equations occurring as mathematical models in financial models. This paper provides various operator splitting methods to obtain an effective and accurate solut... The Operator Splitting method is applied to differential equations occurring as mathematical models in financial models. This paper provides various operator splitting methods to obtain an effective and accurate solution to the Black-Scholes equation with appropriate boundary conditions for a European option pricing problem. Finally brief comparisons of option prices are given by different models. 展开更多
关键词 Operator Splitting Method Black-Scholes equation European option pricing
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An Approach to Quantify the Heat Wave Strength and Price a Heat Derivative for Risk Hedging 被引量:1
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作者 Samuel S. P.SHEN Benedikt KRAMPS +1 位作者 Shirley X.SUN Barbara BAILEY 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2012年第1期1-9,共9页
Mitigating the heat stress via a derivative policy is a vital financial option for agricultural producers and other business sectors to strategically adapt to the climate change scenario. This study has provided an ap... Mitigating the heat stress via a derivative policy is a vital financial option for agricultural producers and other business sectors to strategically adapt to the climate change scenario. This study has provided an approach to identifying heat stress events and pricing the heat stress weather derivative due to persistent days of high surface air temperature (SAT). Cooling degree days (CDD) are used as the weather index for trade. In this study, a call-option model was used as an example for calculating the price of the index. Two heat stress indices were developed to describe the severity and physical impact of heat waves. The daily Global Historical Climatology Network (GHCN-D) SAT data from 1901 to 2007 from the southern California, USA, were used. A major California heat wave that occurred 20-25 October 1965 was studied. The derivative price was calculated based on the call-option model for both long-term station data and the interpolated grid point data at a regular 0.1~ x0.1~ latitude-longitude grid. The resulting comparison indicates that (a) the interpolated data can be used as reliable proxy to price the CDD and (b) a normal distribution model cannot always be used to reliably calculate the CDD price. In conclusion, the data, models, and procedures described in this study have potential application in hedging agricultural and other risks. 展开更多
关键词 heat derivative price heat wave risk cooling degree day call option payoff southern California
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Modified Differential Transform Method for Solving Black-Scholes Pricing Model of European Option Valuation Paying Continuous Dividends
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作者 AHMAD Manzoor MISHRA Rajshree JAIN Renu 《Journal of Partial Differential Equations》 CSCD 2023年第4期381-393,共13页
.Option pricing is a major problem in quantitative finance.The Black-Scholes model proves to be an effective model for the pricing of options.In this paper a com-putational method known as the modified differential tr... .Option pricing is a major problem in quantitative finance.The Black-Scholes model proves to be an effective model for the pricing of options.In this paper a com-putational method known as the modified differential transform method has been em-ployed to obtain the series solution of Black-Scholes equation with boundary condi-tions for European call and put options paying continuous dividends.The proposed method does not need discretization to find out the solution and thus the computa-tional work is reduced considerably.The results are plotted graphically to establish the accuracy and efficacy of the proposed method. 展开更多
关键词 European option pricing Black-Scholes equation call option put option modified differential transform method
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On the Convergence of a Crank-Nicolson Fitted Finite Volume Method for Pricing European Options under Regime-Switching Kou’s Jump-Diffusion Models
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作者 Xiaoting Gan Junfeng Yin Rui Li 《Advances in Applied Mathematics and Mechanics》 SCIE 2023年第5期1290-1314,共25页
In this paper,we construct and analyze a Crank-Nicolson fitted finite volume scheme for pricing European options under regime-switching Kou’s jumpdiffusion model which is governed by a system of partial integro-diffe... In this paper,we construct and analyze a Crank-Nicolson fitted finite volume scheme for pricing European options under regime-switching Kou’s jumpdiffusion model which is governed by a system of partial integro-differential equations(PIDEs).We show that this scheme is consistent,stable and monotone as the mesh sizes in space and time approach zero,hence it ensures the convergence to the solution of continuous problem.Finally,numerical experiments are performed to demonstrate the efficiency,accuracy and robustness of the proposed method. 展开更多
关键词 European option pricing regime-switching Kou’s jump-diffusion model partial integro-differential equation fitted finite volume method Crank-Nicolson scheme
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篮子期权定价的深度学习方法
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作者 张宁 涂宇彬 +1 位作者 郑亦超 陈梦圆 《中央财经大学学报》 北大核心 2023年第5期50-62,共13页
金融中的诸多衍生品都涉及复杂期权定价问题,其中大多数可转换为偏微分方程初(终)值问题,但该问题往往难以获得解析解,且面临着“维度诅咒”问题。在单个标的物的期权定价中,可以采用各种方法绕开偏微分方程的求解问题。但是篮子期权以... 金融中的诸多衍生品都涉及复杂期权定价问题,其中大多数可转换为偏微分方程初(终)值问题,但该问题往往难以获得解析解,且面临着“维度诅咒”问题。在单个标的物的期权定价中,可以采用各种方法绕开偏微分方程的求解问题。但是篮子期权以资产组合为标的,其定价难以绕开高维偏微分方程的求解。在这一背景下,本文从倒向随机微分方程(BSDE)的思路出发,提出利用神经网络可以非线性地对任何函数进行拟合的特点,将其引入到一类抛物型偏微分方程数值求解中,将待求解目标作为可更新参数嵌入到深度学习架构中,使得在模型训练结束后便可以获得具有更高精度的目标解。本文的深度BSDE模型避开传统思路中遇到的对数正态分布随机变量的算术平均不再满足对数正态分布的问题,能兼具有效性和准确性对篮子期权定价问题进行求解,且具有可以优化的方向,在未来应用中泛用性较强。 展开更多
关键词 深度学习 倒向随机微分方程 偏微分方程 篮子期权 期权定价
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基于神经随机微分方程的期权定价
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作者 季鑫缘 董建涛 陶浩 《吉林大学学报(理学版)》 CAS 北大核心 2023年第6期1324-1332,共9页
首先,基于Black-Scholes股票价格模型,通过将资产回报率和波动率分别参数化为漂移网络和扩散网络,建立神经随机微分方程(NSDE)模型;其次,在实证分析中以标的资产为单只股票的期权作为研究对象,采用真实的股票数据进行网络训练和测试,实... 首先,基于Black-Scholes股票价格模型,通过将资产回报率和波动率分别参数化为漂移网络和扩散网络,建立神经随机微分方程(NSDE)模型;其次,在实证分析中以标的资产为单只股票的期权作为研究对象,采用真实的股票数据进行网络训练和测试,实验结果表明,NSDE模型能克服Black-Scholes模型常数性假设的缺陷;最后,对于期权标的资产价格不可观测的情况,提出可以将任意一个目标期权的价格和一个已知期权的价格约束在其风险中性等价鞅测度的Wasserstein距离内,并在理论上证明该方法. 展开更多
关键词 期权定价 随机微分方程 深度学习 神经网络 Wasserstein距离
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基于跳跃-扩散过程的股票期权定价分析
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作者 杨德林 马梓钧 +1 位作者 唐之祺 张余萍 《科技资讯》 2023年第5期127-131,共5页
该文研究股票价格服从跳跃-扩散过程时的股票期权定价问题。金融市场的不断发展涌现出众多的金融理财产品,传统股票期权定价模型难以合理描述突发性的股票价格变动,而在实际情况中股票价格因受国际局势、地区政策以及突发问题等影响会... 该文研究股票价格服从跳跃-扩散过程时的股票期权定价问题。金融市场的不断发展涌现出众多的金融理财产品,传统股票期权定价模型难以合理描述突发性的股票价格变动,而在实际情况中股票价格因受国际局势、地区政策以及突发问题等影响会急剧性上涨或下跌,因此传统股票期权定价模型对于实际金融市场缺乏一定的适用性。基于此,该文通过股票价格的跳跃-扩散过程,利用鞅方法将股票定价问题转化为期望求解问题,推导出股票价格行为服从跳跃-扩散过程的期权定价公式。 展开更多
关键词 股票期权定价 跳跃-扩散过程 随机微分方程 计数过程
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一类偏积分微分方程的时间隐显方法研究
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作者 陈迎姿 胡小松 《湖南理工学院学报(自然科学版)》 CAS 2023年第4期1-5,共5页
期权定价方程是现代金融理论的重要研究工具.随着期权市场的快速发展,对期权定价理论的研究由简单的Black-Scholes方程转变为带跳扩散方程.以Merton提出的带跳扩散方程为研究对象,其对应的是一个偏积分微分方程,利用隐显中点方法对时间... 期权定价方程是现代金融理论的重要研究工具.随着期权市场的快速发展,对期权定价理论的研究由简单的Black-Scholes方程转变为带跳扩散方程.以Merton提出的带跳扩散方程为研究对象,其对应的是一个偏积分微分方程,利用隐显中点方法对时间进行离散.通过Matlab编写相应程序,数值模拟实验结果表明,该方法是稳定的和收敛的. 展开更多
关键词 期权定价 偏积分微分方程 有限差分法 隐显方法
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Mixing Monte-Carlo and Partial Differential Equations for Pricing Options
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作者 Tobias LIPP Grgoire LOEPER Olivier PIRONNEAU 《Chinese Annals of Mathematics,Series B》 SCIE CSCD 2013年第2期255-276,共22页
There is a need for very fast option pricers when the financial objects are modeled by complex systems of stochastic differential equations.Here the authors investigate option pricers based on mixed Monte-Carlo partia... There is a need for very fast option pricers when the financial objects are modeled by complex systems of stochastic differential equations.Here the authors investigate option pricers based on mixed Monte-Carlo partial differential solvers for stochastic volatility models such as Heston's.It is found that orders of magnitude in speed are gained on full Monte-Carlo algorithms by solving all equations but one by a Monte-Carlo method,and pricing the underlying asset by a partial differential equation with random coefficients,derived by Ito calculus.This strategy is investigated for vanilla options,barrier options and American options with stochastic volatilities and jumps optionally. 展开更多
关键词 偏微分方程 期权定价 Monte-Carlo算法 MONTE-CARLO方法 蒙特卡罗 混合 随机微分方程 复杂系统
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金融衍生证券定价理论进展评述 被引量:4
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作者 孙良 张俊国 潘德惠 《东北大学学报(自然科学版)》 EI CAS CSCD 北大核心 1998年第5期532-535,共4页
准确地为金融衍生证券定价是金融交易市场规避风险的迫切需要.在BlackScholes期权定价方程的基础上,研究了衍生证券的一般定价方法,对金融衍生证券的定价理论的研究内容、方法和结果作了初步的介绍,并对这一领域中存... 准确地为金融衍生证券定价是金融交易市场规避风险的迫切需要.在BlackScholes期权定价方程的基础上,研究了衍生证券的一般定价方法,对金融衍生证券的定价理论的研究内容、方法和结果作了初步的介绍,并对这一领域中存在的问题及最新研究方向进行了简单的综合评述. 展开更多
关键词 金融衍生证券 维纳过程 期权 定价方程 金融
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Black-Scholes模型的三次三角B-样条配点法 被引量:3
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作者 吴蓓蓓 殷俊锋 金猛 《四川大学学报(自然科学版)》 CAS CSCD 北大核心 2017年第6期1153-1158,共6页
本文研究了Black-Scholes欧式期权定价模型的三次三角B-样条配点法.对BlackScholes方程,该方法的空间离散采用三次三角B-样条配点法,时间离散采用向前有限差分,并引入参数θ来建立混合差分格式.利用稳定性分析的Von Neumann(Fourier)方... 本文研究了Black-Scholes欧式期权定价模型的三次三角B-样条配点法.对BlackScholes方程,该方法的空间离散采用三次三角B-样条配点法,时间离散采用向前有限差分,并引入参数θ来建立混合差分格式.利用稳定性分析的Von Neumann(Fourier)方法,本文证明了该格式在1/2≤θ≤1时是无条件稳定的.数值实验显示,该方法的数值结果优于Crank-Nicolson有限差分法和三次B-样条方法. 展开更多
关键词 期权定价 BLACK-SCHOLES方程 三次三角B-样条 有限差分
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分数布朗运动驱动下带比例交易成本的期权定价 被引量:7
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作者 黄文礼 李胜宏 《高校应用数学学报(A辑)》 CSCD 北大核心 2011年第2期201-208,共8页
在标的资产价格服从几何分数布朗运动模型条件下,利用分数布朗运动随机分析理论和偏微分方程方法,建立了几何分数布朗运动驱动下的金融市场模型,讨论了带比例交易成本的欧式期权,并且得到了相应的期权定价公式.
关键词 分数布朗运动 比例交易成本 分数次Leland型方程 期权定价
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带一般收益函数的欧式回望期权定价的Fourier方法 被引量:7
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作者 徐承龙 邬凯乐 《同济大学学报(自然科学版)》 EI CAS CSCD 北大核心 2005年第7期976-979,共4页
利用Fourier变换方法求出了带一般收益函数的欧式回望期权的定价公式.此方法简单可行,并可推广到其他相关问题的求解中去,例如α-分位数期权,部分观察期回望期权等.
关键词 回望期权 定价公式 偏微分方程边值问题 FOURIER变换
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三元期权定价问题的偏微分方程数值解 被引量:3
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作者 梅立泉 李瑞 李智 《西安交通大学学报》 EI CAS CSCD 北大核心 2006年第4期484-487,共4页
研究了基于Black-Scholes模型的标的资产期权定价的数值方法———有限差分方法.基于Gilli的工作讨论了三元期权定价问题,采用具有良好稳定性和收敛性的隐式有限差分格式来进行问题的空间离散,并用稳定化双共轭梯度法数值求解对应离散... 研究了基于Black-Scholes模型的标的资产期权定价的数值方法———有限差分方法.基于Gilli的工作讨论了三元期权定价问题,采用具有良好稳定性和收敛性的隐式有限差分格式来进行问题的空间离散,并用稳定化双共轭梯度法数值求解对应离散问题的大型稀疏线性方程组.计算结果正确反映了标的资产波动率、无风险利率、资产当期价格和成交价格及资产间的协相关系数对期权定价的影响. 展开更多
关键词 期权定价Black-Scholes方程 隐式差分 双共轭梯度法
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