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Online Cross-Validation-Based Ensemble Learning

Online estimators update a current estimate with a new incoming batch of data without having to revisit past data thereby providing streaming estimates that are scalable to big data. We develop flexible, ensemble-based online estimators of an infinite-dimensional target parameter, such as a regressi...

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Bibliografiske detaljer
Udgivet i:Stat Med
Main Authors: Benkeser, David, Ju, Cheng, Lendle, Sam, van der Laan, Mark
Format: Artigo
Sprog:Inglês
Udgivet: 2017
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC5671383/
https://ncbi.nlm.nih.gov/pubmed/28474419
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1002/sim.7320
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