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Capturing and incorporating expert knowledge into machine learning models for quality prediction in manufacturing
In contrast to data, expert knowledge commonly is available in manufacturing.
Compensating data shortages in manufacturing with monotonicity knowledge
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.
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