Serena Ng

Least Squares Estimation using Sketched Data with Heteroskedastic Errors

Researchers may perform regressions using a sketch of data of size m instead of the full sample of size n for a variety of reasons. This paper considers the case when the regression errors do not have constant variance and heteroskedasticity robust standard errors would normally be needed for test s…