CMML uses entity-relationship diagrams to guide data preparation, and its two case studies report improved machine learning performance in foster-care length-of-stay and medication-detection tasks.
Brainwash: A data system for feature engineering
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Domain Knowledge in Artificial Intelligence: Using Conceptual Modeling to Increase Machine Learning Accuracy and Explainability
CMML uses entity-relationship diagrams to guide data preparation, and its two case studies report improved machine learning performance in foster-care length-of-stay and medication-detection tasks.