Confidence interval

Online inference with debiased stochastic gradient descent

We propose a debiased stochastic gradient descent algorithm for online statistical inference with high-dimensional data. Our approach combines the debiasing technique developed in high-dimensional statistics with the stochastic gradient descent …

Online debiased lasso for streaming data (submitted)

Statistical inference in high-dimensional generalized linear models with streaming data (under revision)