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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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 |
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First passage time Boundary crossing distribution Brownian motion |
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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 |
work_keys_str_mv |
AT jinzhiyong anewapproachtothecomputationoffirstpassagetimedistributionforbrownianmotion AT jinzhiyong newapproachtothecomputationoffirstpassagetimedistributionforbrownianmotion |
_version_ |
1716711424170917888 |