Estimation of the Probability a Brownian Bridge Crosses a Concave Boundary

Estimation of the Probability a Brownian Bridge Crosses a Concave Boundary
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Publisher :
Total Pages : 46
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ISBN-10 : OCLC:648765096
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Rating : 4/5 (96 Downloads)

Book Synopsis Estimation of the Probability a Brownian Bridge Crosses a Concave Boundary by : Fan Yang

Download or read book Estimation of the Probability a Brownian Bridge Crosses a Concave Boundary written by Fan Yang and published by . This book was released on 2010 with total page 46 pages. Available in PDF, EPUB and Kindle. Book excerpt: This thesis studies a new method to estimate the probability that a Brownian bridge crosses a concave boundary. We show that a Brownian bridge crosses a concave boundary if and only if its least concave majorant crosses said concave boundary. As such, we can equivalently simulate the least concave majorant of a Brownian bridge in order to estimate the probability that a Brownian bridge crosses a concave boundary. We apply these theoretical results to the problem of estimating joint confidence intervals for a true CDF at every point. We compare this method to a traditional method for estimating joint confidence intervals for the true CDF at every point which is based upon the limiting distribution of what is often called the Kolmogorov-Smirnov distance, the sup-norm distance between the empirical and true CDFs. We indicate the disadvantages of the traditional approach and demonstrate how our approach addresses these weaknesses.


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