Generalized Linear Models

URI: https://gptkb.org/entity/Generalized_Linear_Models

GPTKB entity

Predicate	Object
gptkbp:instanceOf	statistical analysis
gptkbp:abbreviation	gptkb:GLM
gptkbp:allows	Non-constant Variance Non-normal Error Distributions Nonlinear Relationships
gptkbp:assumes	Exponential Family Distribution
gptkbp:component	Link Function Random Component Systematic Component
gptkbp:example	gptkb:Poisson_Regression Binomial Regression Normal Regression
gptkbp:field	gptkb:Data_Science Economics Engineering Social Sciences Statistics Biostatistics
gptkbp:generalizes	gptkb:Linear_Regression gptkb:Poisson_Regression Logistic Regression
https://www.w3.org/2000/01/rdf-schema#label	Generalized Linear Models
gptkbp:introduced	gptkb:John_Nelder gptkb:Robert_Wedderburn
gptkbp:introducedIn	1972
gptkbp:linkFunction	Identity Link Log Link Logit Link Probit Link
gptkbp:output	Deviance Residuals Coefficients Fitted Values
gptkbp:parameter	Maximum Likelihood Estimation
gptkbp:publishedIn	gptkb:Journal_of_the_Royal_Statistical_Society
gptkbp:referenceBook	gptkb:Generalized_Linear_Models_by_McCullagh_and_Nelder
gptkbp:relatedTo	gptkb:Generalized_Additive_Models gptkb:Generalized_Estimating_Equations Mixed Models
gptkbp:software	gptkb:Python gptkb:SAS gptkb:Stata R
gptkbp:usedIn	gptkb:Machine_Learning Statistics Epidemiology Econometrics
gptkbp:bfsParent	gptkb:Nelder,_J.A._and_Wedderburn,_R.W.M._(1972)._Generalized_Linear_Models._Journal_of_the_Royal_Statistical_Society,_Series_A. gptkb:Springer_Series_in_Statistics
gptkbp:bfsLayer	7