Akaike Information Criteria

GPTKB entity

Statements (23)
Predicate Object
gptkbp:instanceOf statistical model selection criterion
gptkbp:abbreviation gptkb:AIC
gptkbp:appliesTo maximum likelihood estimation
gptkbp:balances goodness of fit and model complexity
gptkbp:category information criterion
gptkbp:form AIC = 2k - 2ln(L)
https://www.w3.org/2000/01/rdf-schema#label Akaike Information Criteria
gptkbp:introducedIn 1974
gptkbp:kraj number of parameters in the model
gptkbp:L maximum value of the likelihood function for the model
gptkbp:languageOfOrigin English
gptkbp:minimizationCriterion lower AIC indicates a better model
gptkbp:namedAfter gptkb:Hirotugu_Akaike
gptkbp:penalty model complexity
gptkbp:proposedBy gptkb:Hirotugu_Akaike
gptkbp:relatedTo gptkb:Bayesian_Information_Criterion
gptkb:Deviance_Information_Criterion
Cross-validation
gptkbp:usedFor model selection
gptkbp:usedIn gptkb:machine_learning
statistics
gptkbp:bfsParent gptkb:AICs
gptkbp:bfsLayer 7