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Minimax Rates of ℓ(p)-Losses for High-Dimensional Linear Errors-in-Variables Models over ℓ(q)-Balls

In this paper, the high-dimensional linear regression model is considered, where the covariates are measured with additive noise. Different from most of the other methods, which are based on the assumption that the true covariates are fully obtained, results in this paper only require that the corru...

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Detalles Bibliográficos
Autores principales: Li, Xin, Wu, Dongya
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8226897/
https://www.ncbi.nlm.nih.gov/pubmed/34198925
http://dx.doi.org/10.3390/e23060722