Deviance Information Criterion
GPTKB entity
Statements (22)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
statistical model selection criterion
|
| gptkbp:abbreviation |
gptkb:DIC
|
| gptkbp:alternativeTo |
gptkb:LOO-CV
gptkb:WAIC |
| gptkbp:appliesTo |
Bayesian models
hierarchical models |
| gptkbp:component |
effective number of parameters
posterior mean deviance |
| gptkbp:criticizedFor |
dependence on parameterization
instability in some models |
| gptkbp:form |
DIC = D̄ + p_D
|
| https://www.w3.org/2000/01/rdf-schema#label |
Deviance Information Criterion
|
| gptkbp:introducedIn |
2002
|
| gptkbp:lowerIsBetter |
true
|
| gptkbp:measures |
model fit and complexity
|
| gptkbp:proposedBy |
gptkb:David_Spiegelhalter
|
| gptkbp:purpose |
model comparison
|
| gptkbp:relatedTo |
gptkb:Akaike_Information_Criterion
gptkb:Bayesian_Information_Criterion |
| gptkbp:usedIn |
Bayesian statistics
|
| gptkbp:bfsParent |
gptkb:DIC
|
| gptkbp:bfsLayer |
6
|