Expert-guided Regularization via Distance Metric Learning

no code implementations • 9 Dec 2019 • Shouvik Mani, Mehdi Maasoumy, Sina Pakazad, Henrik Ohlsson

As an alternative to standard regularization techniques, we propose Distance Metric Learning Regularization (DMLreg), an approach for eliciting prior knowledge from domain experts and integrating that knowledge into a regularized linear model.

Metric Learning