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DISTRIBUTED TESTING AND ESTIMATION UNDER SPARSE HIGH DIMENSIONAL MODELS

This paper studies hypothesis testing and parameter estimation in the context of the divide-and-conquer algorithm. In a unified likelihood based framework, we propose new test statistics and point estimators obtained by aggregating various statistics from k subsamples of size n/k, where n is the sam...

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Detalhes bibliográficos
Publicado no:Ann Stat
Main Authors: Battey, Heather, Fan, Jianqing, Liu, Han, Lu, Junwei, Zhu, Ziwei
Formato: Artigo
Idioma:Inglês
Publicado em: 2018
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6051757/
https://ncbi.nlm.nih.gov/pubmed/30034040
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1214/17-AOS1587
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