Statements (23)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
gptkb: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)
|
| 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 |
8
|
| https://www.w3.org/2000/01/rdf-schema#label |
Akaike Information Criteria
|