Empirical evaluation of statistical models for counts or rates.

Abstract:

:We consider methods for selecting the joint specification of the mean and variance functions in statistical models for rates or counts. Based on analyses of diagnosis-specific hospital discharge rates in Michigan, we show that a Poisson model with an extra variance component for the systematic variation is superior to several other probability models with regard to specification of the error structure. Further, the deviance residual appears superior to the Pearson residual. The proper specification of such variation is crucial for many types of analyses, such as identification of outliers and regression analyses designed to explain the systematic component of the variation.

journal_name

Stat Med

journal_title

Statistics in medicine

authors

Wolfe RA,Petroni GR,McLaughlin CG,McMahon LF Jr

doi

10.1002/sim.4780100908

subject

Has Abstract

pub_date

1991-09-01 00:00:00

pages

1405-16

issue

9

eissn

0277-6715

issn

1097-0258

journal_volume

10

pub_type

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