Search results for "Rao score"

showing 2 items of 2 documents

On Rao Score and Pearson X2 Statistics in Generalized Linear Models

2005

The identity of the Rao score and PearsonX 2 statistics is well known in the areas where the latter was first introduced: goodness-of-fit in contingency tables and binary responses. We show in this paper that the same identity holds when the two statistics are used for testing goodness-of-fit of Generalized Linear Models. We also highlight the connections that exist between the two statistics when they are used for the comparison of nested models. Finally, we discuss some merits of these unifying results.

Statistics and ProbabilityContingency tableProper linear modelstatisticLinear modelScoreRao scoreGeneralized linear mixed modelHierarchical generalized linear modelQuasi-likelihoodStatisticsStatistics Probability and Uncertaintylinear modelsGeneralized estimating equationMathematics
researchProduct

A note on adjusted responses, fitted values and residuals in Generalized Linear Models

2014

Adjusted responses, adjusted fitted values and adjusted residuals are known to play in Generalized Linear Models the role played in Linear Models by observations, fitted values and ordinary residuals. We think this parallelism, which was widely recognized and used in the early literature on Generalized Linear Models, has been somewhat overlooked in more recent presentations. We revise this parallelism, systematizing and proving some results that are either scattered or not satisfactorily spelled out in the literature. In particular, we formally derive the asymptotic dispersion matrix of the (scaled) adjusted residuals, by proving that in Generalized Linear Models the fitted values are asym…

Statistics and ProbabilityGeneralized linear modelCovariance matrixLinear modelLinear predictionWald testUncorrelatedAdjusted ResidualWald test-statisticRao score test-statisticDecomposition (computer science)Parallelism (grammar)Linear ModelApplied mathematicsStatistics Probability and UncertaintySettore SECS-S/01 - StatisticaGeneralized Linear ModelMathematicsStatistical Modelling
researchProduct