Statements (23)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
gptkb:algorithm
|
| gptkbp:advantage |
simplicity
scalability efficiency |
| gptkbp:citation |
high
|
| gptkbp:complexity |
O(1/λ)
|
| gptkbp:field |
gptkb:machine_learning
|
| gptkbp:fullName |
gptkb:Primal_Estimated_sub-GrAdient_SOlver_for_SVM
|
| https://www.w3.org/2000/01/rdf-schema#label |
Pegasos
|
| gptkbp:input |
training data
|
| gptkbp:introduced |
gptkb:Shai_Shalev-Shwartz
gptkb:Yoram_Singer |
| gptkbp:introducedIn |
2007
|
| gptkbp:openSource |
gptkb:LIBLINEAR
gptkb:scikit-learn |
| gptkbp:optimizedFor |
stochastic sub-gradient descent
|
| gptkbp:output |
SVM classifier
|
| gptkbp:publishedIn |
gptkb:ICML_2007
|
| gptkbp:relatedTo |
gptkb:SVM
large-scale learning |
| gptkbp:usedFor |
support vector machines
|
| gptkbp:bfsParent |
gptkb:MorphOS
|
| gptkbp:bfsLayer |
6
|