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Integrated Brier Score based Survival Cobra -- A regression based approach. (arXiv:2210.12006v2 [cs.LG] UPDATED)
Oct. 28, 2022, 1:12 a.m. | Rahul Goswami, Arabin Kumar Dey
cs.LG updates on arXiv.org arxiv.org
Recently Goswami et al. \cite{goswami2022concordance} introduced two novel
implementations of combined regression strategy to find the conditional
survival function. The paper uses regression-based weak learners and provides
an alternative version of the combined regression strategy (COBRA) ensemble
using the Integrated Brier Score to predict conditional survival function. We
create a novel predictor based on a weighted version of all machine predictions
taking weights as a specific function of normalized Integrated Brier Score. We
use two different norms (Frobenius and Sup …
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