Survival Analysis
- Data Imputation
- Data imputation is done by KNN algorithm.
data-imputation/
folder has relevant files.
- Data imputation is done by KNN algorithm.
- Models
dataset_and_other_models/
folder has basic models such RSF, BGS, Cox-PH, ...- Grid search for all those models are also available.
deep_models/
folder has models such as DeepSurv, PC Hazard, and Logistic Hazard.- Tuning hyperparameters is done by using validation set.
- Feature Selection
pycox_models_utils.py
andpycox_models_run.py
indeep_models/
folder has the code to find important features.
More informtion about this project can be found in this link.