Enliven: Biostatistics and Metrics

Nonparametric Kernel Methods with Errors-In-Variables: Advancements and Challenges
Author(s): Kris De Brabanter

In this brief manuscript we describe some of the recent advancements and challenges in the field of nonparametric regression with errors-in-variables. These problems arise (in principle) each time when data is measured due to the inaccuracy of the measuring equipment. We discuss 5 challenges in this field and provide recent references discussing this problem setting.