Man pages for SkadiEye/ITRlearn
Individualized Treatment Rule Learning
| appendArg | Append an argument on a list |
| cutoff.calc | Cutoff Calculation for binary class predictions |
| cvGrid | Grid Search via K-fold Cross Validation |
| cvGrid-class | An S4 class containing the grid search results |
| cvKfold | K-fold Cross Validation |
| cvKfold-class | An S4 class containing the K-fold criss validation results |
| DWNNEL | DWNNEL: Doubly Weighted Neural Network Ensemble Learning... |
| ensemble | Ensemble Learning to extend single model |
| esCtrlPanel | Manage 'ensemble' Arguments |
| eval | Evaluate the Performance of the Prediction |
| generateTrtData | Randomly assgin treatment and generate tratment data object |
| gsCtrlPanel | Manage 'cvGrid' Arguments |
| impoorIdeal | Import Data to create a 'TrtDataIdeal' object. |
| importData | Import Data to create a 'TrtDataObj' object. |
| itr | Individualized Treatment Rule Frameworks |
| itrCtrlPanel | Manage 'cvKfold' or 'workflow' Arguments |
| ITRObj-class | An S4 class, an individualized treatment rule object |
| ListPredObj-class | An S4 class containing the prediction |
| ModelEnsembleObj-class | An S4 class, an ensemble model object |
| ModelObj-class | An S4 class, a regression or classification model object |
| PredContinuousObj-class | An S4 class containing the prediction |
| PredDiscreteObj-class | An S4 class containing the prediction |
| PredObj-class | An S4 class containing the prediction |
| reg | Regression Methods |
| REG_ | Workhorse for reg Methods |
| regCtrlPanel | Manage 'itr' Arguments |
| RegObj-class | An S4 class, a data object to conduct a regression. |
| removeArg | Remove an argument on a list |
| show.df | Print first several columns of a data.frame in a slot of an... |
| show.vec | Print first several elements of a vector in a slot of an... |
| splitData | Split Data |
| TrtDataIdeal-class | An S4 class, an ideal dataset that contains covariates and... |
| TrtDataObj-class | An S4 class containing treatment, covariates and response |
| wcls | Weighted Classification Methods |
| wCLS_ | Workhorse for wcls Methods |
| wclsCtrlPanel | Manage 'itr' Arguments |
| wClsObj-class | An S4 class, a data object to conduct a weighted... |
| w.k.svm | Weighted Kernel SVM classification Model |
| wkSVMObj-class | An S4 class containing a weighted kernel SVM classfication... |
| w.l.svm | Weighted Linear SVM classification Model |
| wlSVMObj-class | An S4 class containing a weighted linear SVM classfication... |
| workflow | A workflow to Evaluate the Performance of a List of Methods |
| workflow-class | An S4 class containing the workflow results |
