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A Note on Confidence Intervals for a Linear Function of Poisson Rates
Authors:James Stamey  Cody Hamilton
Affiliation:1. Department of Statistical Science , Baylor University , Waco , Texas , USA James_Stamey@baylor.edu;3. Institute for Health Care Research and Improvement, Baylor Health Care System , Dallas , Texas , USA
Abstract:
We consider three interval estimators for linear functions of Poisson rates: a Wald interval, a t interval with Satterthwaite's degrees of freedom, and a Bayes interval using noninformative priors. The differences in these intervals are illustrated using data from the Crash Records Bureau of the Texas Department of Public Safety. We then investigate the relative performance of these intervals via a simulation study. This study demonstrates that the Wald interval performs poorly when expected counts are less than 5, while the interval based on the noninformative prior performs best. It also shows that the Bayes interval and the interval based on the t distribution perform comparably well for more moderate expected counts.
Keywords:Jeffreys prior  t distribution  Wald interval
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