cwolock / survMLLinks
Tools for Flexible Survival Analysis Using Machine Learning
☆18Updated 2 weeks ago
Alternatives and similar repositories for survML
Users that are interested in survML are comparing it to the libraries listed below
Sorting:
- Super learning of conditional survival functions with right-censored time-to-event outcomes in discrete or continuous time.☆15Updated last year
- Tutorial for a target trial emulation with a time-varying exposure, time-dependent confounding, time-to-event outcome, and Sequentially D…☆63Updated 2 years ago
- R package for nonparametric estimation of counterfactual survival functions and survival contrasts from right-censored data with an obser…☆13Updated 2 years ago
- Causal machine learning pipeline using tlverse/sl3☆13Updated last week
- Joint Models for Longitudinal and Survival Data using MCMC☆59Updated 4 years ago
- Non-parametric Causal Effects Based on Modified Treatment Policies☆77Updated 2 months ago
- R/medoutcon: Efficient Causal Mediation Analysis with Natural and Interventional Direct/Indirect Effects☆15Updated 3 months ago
- An R-Package to estimate and plot confounder-adjusted survival curves (single event survival data) and confounder-adjusted cumulative inc…☆42Updated 4 months ago
- R package that simulates data suitable for fitting Marginal Structural Model.☆13Updated 3 years ago
- ☆27Updated last year
- ☆34Updated last month
- 🎯 Targeted Learning of the Causal Effects of Stochastic Interventions☆17Updated last year
- Targeted Learning for Survival Analysis☆23Updated 2 years ago
- 🎯🎓 Generalized Targeted Learning Framework☆41Updated 6 months ago
- Extended Joint Models for Longitudinal and Survival Data☆94Updated last week
- Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017☆19Updated 5 years ago
- Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis tests☆20Updated 2 years ago
- Joint Models for Longitudinal & Survival Data under Maximum Likelihood☆37Updated last year
- R/medltmle: Estimation and Inference for Natural Mediation Effect in Longitudinal Data☆14Updated 3 years ago
- Longitudinal Mediation with Modified Treatment Policies☆12Updated 3 months ago
- Joint Analysis and Imputation of generalized linear models and linear mixed models with missing values☆28Updated last week
- Streamlined Estimation for Static, Dynamic and Stochastic Treatment Regimes in Longitudinal Data☆41Updated last year
- A Quarto-based collection of supplementary material from the clinical prediction models book.☆16Updated 4 months ago
- A small wrapper package that enables full survival curve estimation using xgboost☆20Updated last year
- R package for risk regression and prediction with censored data☆54Updated last month
- Causal mediation analysis in R☆30Updated 5 years ago
- ☆30Updated 5 years ago
- Piece-wise exponential Additive Mixed Modeling tools☆51Updated 3 weeks ago
- Collection of search spaces for hyperparameter optimization in the mlr3 ecosystem☆14Updated 4 months ago
- Longitudinal Targeted Maximum Likelihood Estimation package☆27Updated 2 years ago