Consistency of survival tree and forest models: splitting bias and correction
From MaRDI portal
Publication:5089444
DOI10.5705/ss.202020.0263OpenAlexW3174378484MaRDI QIDQ5089444
Mai Zhou, Ruoqing Zhu, Michael R. Kosorok, Yifan Cui
Publication date: 19 July 2022
Published in: Statistica Sinica (Search for Journal in Brave)
Full work available at URL: https://arxiv.org/abs/1707.09631
Related Items (4)
Dimension Reduction Forests: Local Variable Importance Using Structured Random Forests ⋮ Treatment Effect Estimation Under Additive Hazards Models With High-Dimensional Confounding ⋮ Unbiased Boosting Estimation for Censored Survival Data ⋮ Unnamed Item
Cites Work
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Random survival forests
- Generalized random forests
- Consistency of random survival forests
- Asymptotic properties of censored linear rank tests
- Some properties of the Kaplan-Meier estimator for independent nonidentically distributed random variables
- Nonparametric inference for a family of counting processes
- A large sample study of the life table and product limit estimates under random censorship
- Tree-based multivariate regression and density estimation with right-censored data
- A review of survival trees
- Tree based weighted learning for estimating individualized treatment rules with censored data
- Consistency of random forests
- Theory for the measurement of competing risks in animal experiments
- A random forest guided tour
- Variance reduction in purely random forests
- Nonparametric Estimation from Incomplete Observations
- Survival ensembles
- Maximum Likelihood Estimation in the Proportional Odds Model
- Estimation and Inference of Heterogeneous Treatment Effects using Random Forests
- Recursively Imputed Survival Trees
- Bayesian Regression Trees for High-Dimensional Prediction and Variable Selection
- Censoring Unbiased Regression Trees and Ensembles
- Reinforcement Learning Trees
- A Doubly Robust Censoring Unbiased Transformation
- A Sample Size Formula for the Supremum Log‐Rank Statistic
- Random Forests and Adaptive Nearest Neighbors
- Random forests
This page was built for publication: Consistency of survival tree and forest models: splitting bias and correction