Mutual Information Neural Estimation
GPTKB entity
Statements (28)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
gptkb:algorithm
|
| gptkbp:abbreviation |
MINE
|
| gptkbp:application |
feature selection
unsupervised learning generative modeling representation learning |
| gptkbp:basedOn |
Donsker-Varadhan representation
|
| gptkbp:citation |
high
|
| gptkbp:field |
gptkb:information_theory
gptkb:machine_learning |
| https://www.w3.org/2000/01/rdf-schema#label |
Mutual Information Neural Estimation
|
| gptkbp:method |
uses neural networks to estimate mutual information
|
| gptkbp:openSource |
gptkb:GitHub
|
| gptkbp:proposedBy |
gptkb:Belghazi,_Mohamed_Ishmael
Baratin, Arnaud Bengio, Yoshua Courville, Aaron Hjelm, R. Devon Ozair, Sherjil Rajeshwar, Sai |
| gptkbp:publicationYear |
2018
|
| gptkbp:publishedIn |
gptkb:International_Conference_on_Machine_Learning
|
| gptkbp:purpose |
estimate mutual information between random variables
|
| gptkbp:relatedTo |
gptkb:Deep_InfoMax
Contrastive Predictive Coding Variational Information Maximization |
| gptkbp:bfsParent |
gptkb:MINE:_Mutual_Information_Neural_Estimation
|
| gptkbp:bfsLayer |
7
|