Statements (27)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
gptkb:mathematical_concept
|
| gptkbp:appliesTo |
High-dimensional Data
|
| gptkbp:effect |
Noise Reduction
Improved Computation Efficiency Loss of Information |
| gptkbp:example |
gptkb:LLE
gptkb:PCA gptkb:t-SNE Autoencoders |
| gptkbp:field |
gptkb:Mathematics
gptkb:Physics |
| https://www.w3.org/2000/01/rdf-schema#label |
Dimensional Reduction
|
| gptkbp:method |
Linear Methods
Nonlinear Methods |
| gptkbp:purpose |
Visualization
Reduce Number of Variables Simplify Data Analysis |
| gptkbp:relatedTo |
Principal Component Analysis
Feature Extraction Feature Selection Manifold Learning |
| gptkbp:usedIn |
gptkb:Machine_Learning
gptkb:quantum_field_theory gptkb:Data_Science Statistics |
| gptkbp:bfsParent |
gptkb:Three-Body_Problem_universe
|
| gptkbp:bfsLayer |
8
|