Interval censored recursive forests

H Cho, NP Jewell, MR Kosorok - Journal of Computational and …, 2022 - Taylor & Francis
recursion strategy for interval censoring and address the challenges of interval censoring—…
the full conditional survival probabilities of censored subjects, employing kernel smoothing of …

An ensemble method for interval-censored time-to-event data

W Yao, H Frydman, JS Simonoff - Biostatistics, 2021 - academic.oup.com
forest method for interval-censored data based on the conditional inference framework. We
describe how this framework can be adapted to the situation of interval-censoredrecursive

A survival tree for interval-censored failure time data

J Chen, R De Leone - AIMS MATHEMATICS, 2022 - pubblicazioni.unicam.it
… the log-rank score into CIF for intervalcensored data [20]. The … in a recursive forest and
this forest is suitable for Case I interval-censored data which is a special type for interval-censored

Global Censored Quantile Random Forest

S Zhou, L Peng - arXiv preprint arXiv:2410.12209, 2024 - arxiv.org
recursively among a set of directions selected at random and fits a simple model in each
resulting region, random forests … Although random forest is originally proposed for regression …

Censoring unbiased regression trees and ensembles

JA Steingrimsson, L Diao… - Journal of the American …, 2019 - Taylor & Francis
forests: censoring unbiased regression trees and censoring … survival forests, conditional
inference forests, and recursivelyforests when outcomes can be censored (ie, right censored). …

Random survival forests for the analysis of recurrent events for right-censored data, with or without a terminal event

J Murris, O Bouaziz, M Jakubczak, S Katsahian… - 2024 - hal.science
… over the constructed recursive survival trees to obtain a comprehensive estimate. Next
subsections describe in further details how survival trees grow for constructing the random forest. …

Random survival forest with space extensions for censored data

H Wang, L Zhou - Artificial intelligence in medicine, 2017 - Elsevier
… We propose a survival forest based on random forest and … forest based on random forest.
Besides its superb prediction capability, the reasons why we want to extend random forest

Recursively imputed survival trees

R Zhu, MR Kosorok - Journal of the American Statistical Association, 2012 - Taylor & Francis
… an imputation procedure that recursively updates the censored observations to the current
… , we have the forest-level survival function . Now, given a subject i that is censored at time c, …

Regression trees for intervalcensored failure time data based on censoring unbiased transformations and pseudo‐observations

C Yang, X Li, L Diao, RJ Cook - Canadian Journal of Statistics - Wiley Online Library
… to generalize the imputation approaches to other recursive partitioning methods. It is well …
methods based on conditional inference survival forests; extensions of the approaches that we …

Survival forests for data with dependent censoring

H Moradian, D Larocque… - Statistical methods in …, 2019 - journals.sagepub.com
censoring times are independent given the covariates. We propose different ways to build
survival forests when dependent censoring … for right-censored data is the recursively imputed …