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Exact solutions to the Behrens–Fisher Problem: Asymptotically optimal and finite sample efficient choice among
Authors:Edward J Dudewicz  Yan Ma  Enping Mai  Haiyan Su
Institution:1. Department of Mathematics, Syracuse University, 215 Carnegie Hall, Syracuse, NY 13244-1150, USA;2. Department of Biostatistics and Computational Biology, University of Rochester, 601 Elmwood Avenue, Box 630, Rochester, NY 14642, USA;3. Whitman School of Management, Syracuse University, 721 University Avenue, Syracuse, NY 13244-2450, USA
Abstract:The problem of testing the equality of two normal means when variances are not known is called the Behrens–Fisher Problem. This problem has three known exact solutions, due, respectively, to Chapman, to Prokof’yev and Shishkin, and to Dudewicz and Ahmed. Each procedure has level alpha and power beta when the means differ by a given amount delta, both set by the experimenter. No single-sample statistical procedures can make this guarantee. The most recent of the three procedures, that of Dudewicz and Ahmed, is asymptotically optimal. We review the procedures, and then compare them with respect to both asymptotic efficiency and also (using simulation) in finite samples. Of these exact procedures, based on finite-sample comparisons the Dudewicz–Ahmed procedure is recommended for practical use.
Keywords:Behrens&ndash  Fisher Problem  Exact solutions  Heteroscedasticity  Tests of hypotheses  Testing equality of means  Exact level tests  Tests with specified power  Asymptotically optimal tests  Finite-sample efficiency  Prokof&rsquo  yev&ndash  Shishkin procedure  Chapman procedure  Dudewicz&ndash  Ahmed procedure  Comparisons  Recommendation for practical use
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