no code implementations • 4 Feb 2022 • Patrick Link, Miltiadis Poursanidis, Jochen Schmid, Rebekka Zache, Martin von Kurnatowski, Uwe Teicher, Steffen Ihlenfeldt
In contrast to data, expert knowledge commonly is available in manufacturing.
1 code implementation • 4 Mar 2021 • Raoul Heese, Jochen Schmid, Michał Walczak, Michael Bortz
In a second step, the latent space representation of the training data is extended to the whole feature space by fitting a regression model to the transformed data.
no code implementations • 29 Oct 2020 • Martin von Kurnatowski, Jochen Schmid, Patrick Link, Rebekka Zache, Lukas Morand, Torsten Kraft, Ingo Schmidt, Anke Stoll
In this article, a regression method for enhancing the predictive power of a model by exploiting expert knowledge in the form of shape constraints, or more specifically, monotonicity constraints, is presented.