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An Update on Measurement Error Modeling

delete2024-04-22
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PRE
AI
M
Mushan Li *
Y
Yanyuan Ma
DOI:10.1146/annurev-statistics-040722-043616delete
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摘要

摘要

En 中文
The issues caused by measurement errors have been recognized for almost 90 years, and research in this area has flourished since the 1980s. We review some of the classical methods in both density estimation and regression problems with measurement errors. In both problems, we consider when the original error-free model is parametric, nonparametric, and semiparametric, in combination with different error types. We also summarize and explain some new approaches, including recent developments and challenges in the high-dimensional setting.
Keyword:
Berkson error
classical error
errors in variables
measurement errors

期刊

Annual Review of Statistics and Its Application 封面图
Annual Review of Statistics and Its Application
IF:
8.7
论文数:
211
被引数:
2.4K

机构

P
pennsylvania commonwealth system of higher education (pcshe)
学者数:
12.9W
论文数: 11.7W
被引数: 177
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