Statements (23)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
Mathematical Method
|
| gptkbp:appliesTo |
Posterior Distribution
Marginal Likelihood |
| gptkbp:assumes |
Posterior is approximately Gaussian
|
| gptkbp:category |
Approximate Inference Method
|
| gptkbp:computes |
Covariance at Mode
Mode of Distribution |
| gptkbp:estimatedCost |
Integrals
Probability Distributions |
| https://www.w3.org/2000/01/rdf-schema#label |
Laplace Approximation
|
| gptkbp:method |
Second-order Taylor Expansion
|
| gptkbp:namedAfter |
gptkb:Pierre-Simon_Laplace
|
| gptkbp:relatedTo |
Gaussian Approximation
Saddle Point Approximation |
| gptkbp:requires |
Twice Differentiable Log Posterior
|
| gptkbp:usedFor |
Bayesian Model Selection
Model Evidence Estimation Posterior Approximation |
| gptkbp:usedIn |
gptkb:Machine_Learning
Statistics Bayesian Inference |
| gptkbp:bfsParent |
gptkb:Bayesian_Learning
|
| gptkbp:bfsLayer |
7
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