The Good, the Bad and the Ugly: Augmenting a black-box model with expert knowledge
arXiv:1907.11105 · doi:10.1007/978-3-030-30493-5_38
Abstract
We address a non-unique parameter fitting problem in the context of material science. In particular, we propose to resolve ambiguities in parameter space by augmenting a black-box artificial neural network (ANN) model with two different levels of expert knowledge and benchmark them against a pure black-box model.
International Conference on Artificial Neural Networks (ICANN) 2019