Statements (23)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
statistical analysis
|
| gptkbp:aimsTo |
Reduce influence of outliers
|
| gptkbp:application |
Engineering
Finance Environmental Science Econometrics |
| gptkbp:canBe |
Linear
Nonlinear |
| gptkbp:contrastsWith |
Ordinary Least Squares Regression
|
| https://www.w3.org/2000/01/rdf-schema#label |
Robust Regression
|
| gptkbp:method |
gptkb:Theil–Sen_estimator
gptkb:RANSAC Least Absolute Deviations M-estimators |
| gptkbp:reduces |
Influence of leverage points
Influence of outliers |
| gptkbp:relatedTo |
Regression Analysis
Robust Statistics |
| gptkbp:usedIn |
gptkb:Machine_Learning
Statistics |
| gptkbp:uses |
Loss functions less sensitive to outliers
|
| gptkbp:bfsParent |
gptkb:Regression_Models
|
| gptkbp:bfsLayer |
7
|