Minimax Rates of <i>ℓ</i><sub><i>p</i></sub>-Losses for High-Dimensional Linear Errors-in-Variables Models over <i>ℓ</i><sub><i>q</i></sub>-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...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2021-06-01
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| Series: | Entropy |
| Subjects: | |
| Online Access: | https://www.mdpi.com/1099-4300/23/6/722 |