A New Approach to the Computation of First Passage Time Distribution for Brownian Motion

This thesis consists of two novel contributions to the computation of first passage time distribution for Brownian motion. First, we extend the known formula for boundary crossing probabilities for Brownian motion to the discontinuous piecewise linear boundary. Second, we derive explicit formula for...

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Main Author: Jin, Zhiyong
Other Authors: Wang, Liqun (Statistics)
Published: 2014
Subjects:
Online Access:http://hdl.handle.net/1993/23831
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spelling ndltd-MANITOBA-oai-mspace.lib.umanitoba.ca-1993-238312014-09-04T03:45:25Z A New Approach to the Computation of First Passage Time Distribution for Brownian Motion Jin, Zhiyong Wang, Liqun (Statistics) Johnson, Brad (Statistics) Paseka, Alex (Finance) First passage time Boundary crossing distribution Brownian motion This thesis consists of two novel contributions to the computation of first passage time distribution for Brownian motion. First, we extend the known formula for boundary crossing probabilities for Brownian motion to the discontinuous piecewise linear boundary. Second, we derive explicit formula for the first passage time density of Brownian motion crossing piecewise linear boundary. Further, we demonstrate how to approximate the boundary crossing probabilities and density for general nonlinear boundaries. Moreover, we use Monte Carlo simulation method and develop algorithms for the numerical computation. This method allows one to assess the accuracy of the numerical approximation. Our approach can be further extended to compute two-sided boundary crossing probabilities. 2014-08-20T16:09:28Z 2014-08-20T16:09:28Z 2014-08-20 http://hdl.handle.net/1993/23831
collection NDLTD
sources NDLTD
topic First passage time
Boundary crossing distribution
Brownian motion
spellingShingle First passage time
Boundary crossing distribution
Brownian motion
Jin, Zhiyong
A New Approach to the Computation of First Passage Time Distribution for Brownian Motion
description This thesis consists of two novel contributions to the computation of first passage time distribution for Brownian motion. First, we extend the known formula for boundary crossing probabilities for Brownian motion to the discontinuous piecewise linear boundary. Second, we derive explicit formula for the first passage time density of Brownian motion crossing piecewise linear boundary. Further, we demonstrate how to approximate the boundary crossing probabilities and density for general nonlinear boundaries. Moreover, we use Monte Carlo simulation method and develop algorithms for the numerical computation. This method allows one to assess the accuracy of the numerical approximation. Our approach can be further extended to compute two-sided boundary crossing probabilities.
author2 Wang, Liqun (Statistics)
author_facet Wang, Liqun (Statistics)
Jin, Zhiyong
author Jin, Zhiyong
author_sort Jin, Zhiyong
title A New Approach to the Computation of First Passage Time Distribution for Brownian Motion
title_short A New Approach to the Computation of First Passage Time Distribution for Brownian Motion
title_full A New Approach to the Computation of First Passage Time Distribution for Brownian Motion
title_fullStr A New Approach to the Computation of First Passage Time Distribution for Brownian Motion
title_full_unstemmed A New Approach to the Computation of First Passage Time Distribution for Brownian Motion
title_sort new approach to the computation of first passage time distribution for brownian motion
publishDate 2014
url http://hdl.handle.net/1993/23831
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AT jinzhiyong newapproachtothecomputationoffirstpassagetimedistributionforbrownianmotion
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