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LINEAR HYPOTHESIS TESTING FOR HIGH DIMENSIONAL GENERALIZED LINEAR MODELS

This paper is concerned with testing linear hypotheses in high-dimensional generalized linear models. To deal with linear hypotheses, we first propose constrained partial regularization method and study its statistical properties. We further introduce an algorithm for solving regularization problems...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Veröffentlicht in:Ann Stat
Hauptverfasser: Shi, Chengchun, Song, Rui, Chen, Zhao, Li, Runze
Format: Artigo
Sprache:Inglês
Veröffentlicht: 2019
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC6750760/
https://ncbi.nlm.nih.gov/pubmed/31534282
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1214/18-AOS1761
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