AdaGrad |
Implements the AdaGrad oneline optimiser for learning various linear models (binary class SVM, binary class logistic regression and linear regression).
|
MajorityClass |
Majority class learner.
|
NoChange |
NoChange class classifier.
|
Perceptron |
Single perceptron classifier.
|
SGD |
Implements stochastic gradient descent for learning various linear models (binary class SVM, binary class logistic regression and linear regression).
|
SGDMultiClass |
Implements stochastic gradient descent for learning various linear models (binary class SVM, binary class logistic regression and linear regression).
|
SPegasos |
Implements the stochastic variant of the Pegasos
(Primal Estimated sub-GrAdient SOlver for SVM) method of Shalev-Shwartz et
al.
|