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Journal ArticleDOI

Solution Bounds for Elliptic Partial Differential Equations via Feynman-Kac Representation

Reiichiro Kawai
- 05 Aug 2015 - 
- Vol. 33, Iss: 5, pp 844-862
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TLDR
In this paper, a probabilistic Feynman-Kac representation is used to transform suitable smooth functions into hard bounds for the solution to boundary value and obstacle problems for elliptic partial differential equations.
Abstract
We transform suitable smooth functions into hard bounds for the solution to boundary value and obstacle problems for elliptic partial differential equations based on the probabilistic Feynman-Kac representation. Unlike standard approximate solutions, hard solution bounds are intended to limit the location of the solution, possibly to a large extent, and, thus, have the potential to be very useful information. Our approach requires two main steps. First, the violation of sufficient conditions is quantified for the test function to be a hard bounding function. After extracting those violation terms from the Feynman-Kac representation, it remains to deal with a boundary value problem with constant input data. Although the probabilistic Feynman-Kac representation is employed, the resulting numerical method is deterministic without the need for sophisticated probabilistic numerical methods, such as sample paths generation of reflected diffusion processes. Throughout this article, we provide numerical examples ...

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Citations
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Measuring Impact of Random Jumps Without Sample Path Generation

TL;DR: A novel method for measuring the impact of random jumps in the expectation of functionals of jump-diffusion processes, without simulating sample paths ofJump-Diffusion processes for Monte Carlo estimation is developed.
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Explicit hard bounding functions for boundary value problems for elliptic partial differential equations

TL;DR: This work obtains tight super- and sub-solutions, or hard bounding functions for the probabilistic representation of the solution, to the boundary value problem for second-order elliptic partial differential equations in an explicit polynomial form.
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Smooth upper bounds for the price function of american style options

TL;DR: The effectiveness of the proposed method in obtaining tight upper bounds for American style option prices in a variety of market models and with various payoff structures, such as the multivariate Black Scholes and Heston stochastic volatility models and the American put and butterfly payoff structures are demonstrated.
References
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Book

Elliptic Partial Differential Equations of Second Order

TL;DR: In this article, Leray-Schauder and Harnack this article considered the Dirichlet Problem for Poisson's Equation and showed that it is a special case of Divergence Form Operators.
Book ChapterDOI

Elliptic Partial Differential Equations of Second Order

TL;DR: In this paper, a class of partial differential equations that generalize and are represented by Laplace's equation was studied. And the authors used the notation D i u, D ij u for partial derivatives with respect to x i and x i, x j and the summation convention on repeated indices.
Book

Multidimensional Diffusion Processes

TL;DR: In this paper, the authors propose extension theorems, Martingales, and Compactness, as well as the non-unique case of the Martingale problem, and some estimates on the transition probability functions.
Book

Diffusion Processes and their Sample Paths

TL;DR: In this article, the authors consider the problem of approximating the Brownian motion by a random walk with respect to the de Moivre-laplace limit theorem and show that it is NP-hard.
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