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Ziel des Projektes XAPS ist es, Ansätze für die Erklärbarkeit und Transparenz von ML- und KI-basierten Techniken im Anwendungskontext Automatisierte Produktionssysteme (aPS) zum praktischen Einsatz zu bringen. Damit werden den Nutzern dieser Techniken nicht nur praktische Informationen an die Hand gegeben, wie mit den Ergebnissen der ML-basierten Analyse umgegangen werden sollte, sondern die bereitgestellte Information liefert auch die Grundlage für eine Einschätzung der Verlässlichkeit des Ergebnisses, sowie ein Hilfsmittel für die Beantwortung der Frage, ob die durch die ML-basierte Analyse gefundenen Beziehungen lediglich Korrelationen darstellen, oder auf eine Kausalbeziehung zurückzuführen sind, was für die Verallgemeinerung der Ergebnisse von zentraler Bedeutung ist.