Generalized Least Squares

GPTKB entity

Statements (23)
Predicate Object
gptkbp:instanceOf statistical analysis
gptkbp:abbreviation gptkb:GLS
gptkbp:appliesTo linear models
gptkbp:assumes errors have zero mean
errors have known covariance matrix
gptkbp:generalizes gptkb:Ordinary_Least_Squares
gptkbp:handles heteroscedasticity
correlated errors
https://www.w3.org/2000/01/rdf-schema#label Generalized Least Squares
gptkbp:introduced gptkb:Alexander_Aitken
gptkb:Harold_Silverstone
1936
gptkbp:reduces generalized sum of squared residuals
gptkbp:relatedTo Feasible Generalized Least Squares
Weighted Least Squares
gptkbp:requires known covariance structure of errors
gptkbp:used_in statistics
time series analysis
econometrics
gptkbp:usedFor statistical analysis
gptkbp:yield BLUE estimator under Gauss-Markov theorem
gptkbp:bfsParent gptkb:Best_Linear_Unbiased_Estimator
gptkbp:bfsLayer 8