Cross‐validation and peeling strategies for survival bump hunting using recursive peeling methods

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Cross-validation and peeling strategies for survival bump hunting using recursive peeling methods

We introduce a framework to build a survival/risk bump hunting model with a censored time-to-event response. Our Survival Bump Hunting (SBH) method is based on a recursive peeling procedure that uses a specific survival peeling criterion derived from non/semi-parametric statistics such as the hazards-ratio, the log-rank test or the Nelson--Aalen estimator. To optimize the tuning parameter of th...

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ژورنال

عنوان ژورنال: Statistical Analysis and Data Mining: The ASA Data Science Journal

سال: 2016

ISSN: 1932-1864,1932-1872

DOI: 10.1002/sam.11301