Search Results for author: Anke Stoll

Found 4 papers, 0 papers with code

Compensating data shortages in manufacturing with monotonicity knowledge

no code implementations29 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.

regression

Machine Learning for Material Characterization with an Application for Predicting Mechanical Properties

no code implementations12 Oct 2020 Anke Stoll, Peter Benner

This study also gives an application of machine learning methods on small punch test data for the determination of the property ultimate tensile strength for various materials.

BIG-bench Machine Learning Property Prediction

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