Statements (30)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
statistical analysis
|
| gptkbp:alternativeTo |
Sampling Methods
|
| gptkbp:appliesTo |
gptkb:Probabilistic_Graphical_Models
Deep Learning Latent Variable Models Topic Models |
| gptkbp:hasVariant |
Amortized Variational Inference
Black Box Variational Inference Mean Field Variational Inference Stochastic Variational Inference Structured Variational Inference |
| https://www.w3.org/2000/01/rdf-schema#label |
Variational Inference
|
| gptkbp:introducedIn |
Bayesian Machine Learning
|
| gptkbp:optimizedFor |
Evidence Lower Bound
|
| gptkbp:reduces |
Kullback-Leibler Divergence
|
| gptkbp:relatedTo |
gptkb:Markov_Chain_Monte_Carlo
gptkb:Variational_Autoencoder ELBO Expectation Maximization KL Divergence |
| gptkbp:requires |
Objective Function
Variational Family |
| gptkbp:usedFor |
Approximate Inference
Posterior Estimation |
| gptkbp:usedIn |
gptkb:Machine_Learning
Bayesian Statistics |
| gptkbp:bfsParent |
gptkb:Generative_Models
gptkb:Bayesian_Learning gptkb:Probabilistic_Programming |
| gptkbp:bfsLayer |
7
|