Statements (29)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
statistical analysis
|
| gptkbp:advantage |
Computational efficiency
|
| gptkbp:appliesTo |
Multiple testing
Hierarchical models Shrinkage estimation |
| gptkbp:contrastsWith |
Classical Bayes
Fully Bayesian approach |
| gptkbp:describedBy |
gptkb:Charles_Stein
gptkb:Herbert_Robbins |
| gptkbp:field |
Bayesian statistics
Statistics Machine learning |
| gptkbp:hasMethod |
Nonparametric empirical Bayes
Parametric empirical Bayes |
| https://www.w3.org/2000/01/rdf-schema#label |
Empirical Bayes
|
| gptkbp:introducedIn |
1950s
|
| gptkbp:limitation |
Depends on model assumptions
Underestimates uncertainty in prior |
| gptkbp:relatedTo |
gptkb:James–Stein_estimator
Bayesian inference Maximum likelihood estimation False discovery rate |
| gptkbp:usedIn |
Genomics
Econometrics Psychometrics Medical statistics |
| gptkbp:uses |
Prior estimated from data
|
| gptkbp:bfsParent |
gptkb:Large-Scale_Inference:_Empirical_Bayes_Methods_for_Estimation,_Testing,_and_Prediction
|
| gptkbp:bfsLayer |
7
|