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Hard thresholding regression

In this paper, we propose the hard thresholding regression (HTR) for estimating high-dimensional sparse linear regression models. HTR uses a two-stage convex algorithm to approximate the ℓ(0)-penalized regression: The first stage calculates a coarse initial estimator, and the second stage identifies...

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Detalles Bibliográficos
Publicado en:Scand Stat Theory Appl
Autores principales: Sun, Qiang, Jiang, Bai, Zhu, Hongtu, Ibrahim, Joseph G.
Formato: Artigo
Lenguaje:Inglês
Publicado: 2018
Materias:
Acceso en línea:https://ncbi.nlm.nih.gov/pmc/articles/PMC7558802/
https://ncbi.nlm.nih.gov/pubmed/33071430
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1111/sjos.12353
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