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Frank Emmert-Streib

3 papers indexed

crossrefMachine Learning and Knowledge Extraction2026-06-10

Digital Twins: A Computational Realization of the Scientific Method in Dynamical Systems

Frank Emmert-Streib

The scientific method is widely acknowledged as an authoritative framework that provides guiding principles for empirical research across disciplines. Despite this central role, it is rarely examined explicitly as a conceptual framework. In this paper, we revive attention to its…

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crossrefMachine Learning and Knowledge Extraction2023-08-12Cited by 62

Defining a Digital Twin: A Data Science-Based Unification

Frank Emmert-Streib

The concept of a digital twin (DT) has gained significant attention in academia and industry because of its perceived potential to address critical global challenges, such as climate change, healthcare, and economic crises. Originally introduced in manufacturing, many attempts ha…

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crossrefInternational Journal of Molecular Sciences2022-10-29Cited by 32

What Is a Digital Twin? Experimental Design for a Data-Centric Machine Learning Perspective in Health

Frank Emmert-Streib, Olli Yli-Harja

The idea of a digital twin has recently gained widespread attention. While, so far, it has been used predominantly for problems in engineering and manufacturing, it is believed that a digital twin also holds great promise for applications in medicine and health. However, a proble…

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