Abstract #300476

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JSM 2003 Abstract #300476
Activity Number: 126
Type: Contributed
Date/Time: Monday, August 4, 2003 : 10:30 AM to 12:20 PM
Sponsor: IMS
Abstract - #300476
Title: Optimal Multistage Sampling in a Boundary-Crossing Problem
Author(s): Jay Bartroff*+
Companies: California Institute of Technology
Address: Department of Mathematics, Pasadena, CA, 91125,
Keywords: multistage ; Brownian motion ; asymptotic theory
Abstract:

Many problems in theoretical and applied statistics involve observing a random process until it crosses a predetermined boundary. We study a version of this classical problem in which Brownian motion with positive drift is sampled in stages until it crosses a given boundary A. The optimal stage-design strategy is defined to be that which minimizes a linear combination of the expectations of the stopping time and the number of stages used. We present a simple stage-design strategy and show it is asymptotically optimal for large A. Generalizations to sums of iid random variables and applications are discussed.


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