The Good, the Bad and the Ugly: Augmenting a black-box model with expert knowledge

24 Jul 2019  ·  Raoul Heese, Michał Walczak, Lukas Morand, Dirk Helm, Michael Bortz ·

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...

PDF Abstract
No code implementations yet. Submit your code now



  Add Datasets introduced or used in this paper

Results from the Paper

  Submit results from this paper to get state-of-the-art GitHub badges and help the community compare results to other papers.


No methods listed for this paper. Add relevant methods here