Transfer learning for piecewise-constant mean estimation: Optimality, ${\ell }_1$- and ${\ell }_0$-penalisation

Fan Wang, Yi Yu

We study transfer learning for estimating piecewise-constant signals when source data, which may be relevant but disparate, are available in addition to the target data. We first i…