$L^1$ Estimation: On the Optimality of Linear Estimators

Leighton P. Barnes, Alex Dytso, Jingbo Liu +1

Consider the problem of estimating a random variable $X$ from noisy observations $Y=X+Z$, where $Z$ is standard normal, under the $L^1$ fidelity criterion. It is well known that…