Survival Prediction with Multi-Task Logistic Regression
Create folds for cross-validation.
Train a Multi-Task Logistic Regression (MTLR) Model
MTLR Internal Cross-Validation for Selecting C1.
Graphical Representation of Feature Weights
Graphically Visualize MTLR Survival Curves
Predictions for MTLR
Printing an MTLR object.
An implementation of Multi-Task Logistic Regression (MTLR) for R. This package is based on the method proposed by Yu et al. (2011) which utilized MTLR for generating individual survival curves by learning feature weights which vary across time. This model was further extended to account for left and interval censored data.