Statements (43)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
Mathematical Model
|
| gptkbp:appliesTo |
Engineering
Finance Social Sciences Biostatistics Econometrics |
| gptkbp:assesses |
gptkb:Mean_Squared_Error
R-squared Residual Analysis |
| gptkbp:assumes |
Linearity
Homoscedasticity Independence of Errors No Multicollinearity Normality of Errors |
| gptkbp:canBe |
Multiple
Simple Nonparametric Parametric |
| gptkbp:hasEquation |
y = Xβ + ε
|
| gptkbp:hasType |
gptkb:Linear_Regression
Linear Classification |
| https://www.w3.org/2000/01/rdf-schema#label |
Linear Model
|
| gptkbp:input |
Independent Variables
|
| gptkbp:interpretedBy |
Coefficient Values
|
| gptkbp:limitation |
Cannot Model Nonlinear Relationships
Sensitive to Outliers |
| gptkbp:output |
Dependent Variable
|
| gptkbp:parameter |
Intercept
Coefficients |
| gptkbp:relatedTo |
gptkb:Lasso_Regression
gptkb:Ridge_Regression Logistic Regression Generalized Linear Model |
| gptkbp:solvedBy |
Gradient Descent
Least Squares |
| gptkbp:usedFor |
Prediction
Inference Feature Selection |
| gptkbp:usedIn |
gptkb:Machine_Learning
gptkb:Data_Science Statistics |
| gptkbp:bfsParent |
gptkb:communication
|
| gptkbp:bfsLayer |
4
|