Statements (26)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
Machine Learning Model
|
| gptkbp:assumes |
Linearly Separable Data
|
| gptkbp:canBe |
Binary Classifier
Multiclass Classifier |
| gptkbp:decisionBoundary |
Hyperplane
|
| gptkbp:example |
gptkb:Linear_Discriminant_Analysis
gptkb:Perceptron gptkb:Support_Vector_Machine Logistic Regression |
| gptkbp:featureImportance |
Weights Magnitude
|
| https://www.w3.org/2000/01/rdf-schema#label |
Linear Classifier
|
| gptkbp:input |
Feature Vector
|
| gptkbp:learns |
Weights
Bias |
| gptkbp:limitation |
Cannot Model Nonlinear Relationships
|
| gptkbp:optimizedFor |
Gradient Descent
Analytical Solution |
| gptkbp:output |
Class Label
|
| gptkbp:relatedTo |
gptkb:Linear_Regression
gptkb:Neural_Network Decision Tree |
| gptkbp:usedFor |
Regression
Classification |
| gptkbp:usedIn |
Supervised Learning
|
| gptkbp:bfsParent |
gptkb:Support_Vector_Classification
|
| gptkbp:bfsLayer |
7
|