Yifan Sun

Debiased estimation and variable selection under function-on-scalar linear regression models with ultrahigh-dimensional covariates subject to measurement error

In real-world applications, data are often error-contaminated; naively applying conventional methods without accommodating the measurement error effects often yields inconsistent estimates. Biased results can be further exacerbated by the ultrahigh-dimensionality of covariates. Focusing on the widely used function-on-s...