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Consistency of Random Survival Forests

We prove uniform consistency of Random Survival Forests (RSF), a newly introduced forest ensemble learner for analysis of right-censored survival data. Consistency is proven under general splitting rules, bootstrapping, and random selection of variables—that is, under true implementation of the meth...

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Main Authors: Ishwaran, Hemant, Kogalur, Udaya B.
格式: Artigo
語言:Inglês
出版: 2010
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在線閱讀:https://ncbi.nlm.nih.gov/pmc/articles/PMC2889677/
https://ncbi.nlm.nih.gov/pubmed/20582150
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.spl.2010.02.020
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