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In this paper, we propose a new adaptation of the D-iteration algorithm to numerically solve the differential equations. This problem can be reinterpreted in 2D or 3D (or higher dimensions) as a limit of a diffusion process where the…

数值分析 · 计算机科学 2012-04-30 Dohy Hong

We study the approximation of certain stochastic integrals with respect to a d-dimensional diffusion by corresponding stochastic integrals with piece-wise constant integrands. In finance this corresponds to replacing a continuously adjusted…

概率论 · 数学 2007-05-23 Mika Hujo

In this work, we present a novel machine learning approach for pricing high-dimensional American options based on the modified Gaussian process regression (GPR). We incorporate deep kernel learning and sparse variational Gaussian processes…

计算金融 · 定量金融 2024-04-19 Jirong Zhuang , Deng Ding , Weiguo Lu , Xuan Wu , Gangnan Yuan

In this paper we discuss the basket options valuation for a jump-diffusion model. The underlying asset prices follow some correlated local volatility diffusion processes with systematic jumps. We derive a forward partial integral…

计算金融 · 定量金融 2010-03-10 Guoping Xu , Harry Zheng

Pricing options is an important problem in financial engineering. In many scenarios of practical interest, financial option prices associated to an underlying asset reduces to computing an expectation w.r.t.~a diffusion process. In general,…

统计计算 · 统计学 2016-08-12 Deborshee Sen , Ajay Jasra , Yan Zhou

We study pricing and hedging under parameter uncertainty for a class of Markov processes which we call generalized affine processes and which includes the Black-Scholes model as well as the constant elasticity of variance (CEV) model as…

风险管理 · 定量金融 2021-11-30 Eva Lütkebohmert , Thorsten Schmidt , Julian Sester

This work addresses the problem of pricing American basket options in a multivariate setting, which includes among others, the Bachelier and the Black-Scholes models. In high dimensions, nonlinear partial differential equation methods for…

计算金融 · 定量金融 2017-06-05 Christian Bayer , Juho Häppölä , Raúl Tempone

We introduce a unified framework for solving first passage times of time-homogeneous diffusion processes. According to the killed version potential theory and the perturbation theory, we are able to deduce closed-form solutions for…

概率论 · 数学 2026-01-14 Angelos Dassios , Luting Li

Nowadays, with the availability of massive amount of trade data collected, the dynamics of the financial markets pose both a challenge and an opportunity for high frequency traders. In order to take advantage of the rapid, subtle movement…

计算工程、金融与科学 · 计算机科学 2018-07-06 Dat Thanh Tran , Martin Magris , Juho Kanniainen , Moncef Gabbouj , Alexandros Iosifidis

In the current work we propose a theory for an additional mass diffusion effect in the conventional gas dynamics equations. We find that this effect appears as a homogenization time limit correction, when the deterministic interaction…

流体动力学 · 物理学 2017-09-28 Rafail V. Abramov

We consider an important class of derivative contracts written on multiple assets (so-called spread options) which are traded on a wide range of financial markets. The present paper introduces a new approximation method of density functions…

概率论 · 数学 2013-09-19 Alexander Kushpel

We revisit the classical problem of diffusion of a scalar (or heat) released in a two-dimensional medium with an embedded periodic array of impermeable obstacles such as perforations. Homogenisation theory provides a coarse-grained…

计算工程、金融与科学 · 计算机科学 2020-11-18 Yahya Farah , Daniel Loghin , Alexandra Tzella , Jacques Vanneste

A finite difference numerical method is investigated for fractional order diffusion problems in one space dimension. For this, a mathematical model is developed to incorporate homogeneous Dirichlet and Neumann type boundary conditions. The…

数值分析 · 数学 2014-11-07 Béla J. Szekeres , Ferenc Izsák

We present a novel parametric finite element approach for simulating the surface diffusion of curves and surfaces. Our core strategy incorporates a predictor-corrector time-stepping method, which enhances the classical first-order temporal…

数值分析 · 数学 2024-12-17 Wei Jiang , Chunmei Su , Ganghui Zhang , Lian Zhang

Diffusion processes arise in many fields, and so simulating the path of a diffusion is an important problem. It is usually necessary to make some sort of approximation via model-discretization, but a recently introduced class of algorithms,…

统计方法学 · 统计学 2013-11-25 Paul A. Jenkins

We propose a generalization of the Bass diffusion model in discrete-time that explicitly models the effect of price in adoption. Our model is different from earlier price-incorporated models and fits well to adoption data for various…

系统与控制 · 电气工程与系统科学 2025-12-04 Yijin Wang , Subhonmesh Bose

In this paper, we propose an iterative splitting method to solve the partial differential equations in option pricing problems. We focus on the Heston stochastic volatility model and the derived two-dimensional partial differential equation…

计算工程、金融与科学 · 计算机科学 2020-03-31 Hongshan Li , Zhongyi Huang

In this paper we study the pricing of exchange options under a dynamic described by stochastic correlation with random jumps. In particular, we consider a Ornstein-Uhlenbeck covariance model with Levy Background Noise Process driven by…

计算金融 · 定量金融 2017-11-29 Olivares Pablo , Villamor Enrique

We study a class of nonlinear pricing models which involves the feedback effect from the dynamic hedging strategies on the price of asset introduced by Sircar and Papanicolaou. We are first to study the case of a nonlinear demand function…

证券定价 · 定量金融 2010-04-08 Ljudmila A. Bordag

We propose an efficient numerical strategy for simulating fluid flow through porous media with highly oscillatory characteristics. Specifically, we consider non-linear diffusion models. This scheme is based on the classical homogenization…

数值分析 · 数学 2020-02-04 Manuela Bastidas , Carina Bringedal , Sorin Pop , Florin Radu
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