Statistical Inference for Linear Functionals of Online SGD in High-dimensional Linear Regression

Bhavya Agrawalla, Krishnakumar Balasubramanian, Promit Ghosal

Stochastic gradient descent (SGD) has emerged as the quintessential method in a data scientist's toolbox. Using SGD for high-stakes applications requires, however, careful quantifi…