Dr.-Ing. Christian Herzog

@article{Herzog2022c,
	title = {On the Ethical and Epistemological Utility of Explicable AI in Medicine},
	volume = {35},
	copyright = {All rights reserved},
	issn = {2210-5433, 2210-5441},
	url = {https://link.springer.com/10.1007/s13347-022-00546-y},
	doi = {10.1007/s13347-022-00546-y},
	language = {en},
	number = {50},
	urldate = {2022-05-30},
	journal = {Philosophy & Technology},
	author = {Herzog, Christian},
	month = jun,
	year = {2022},
	pages = {31}
}

@incollection{BreyerHerzog2022,
	title = {Integrating Ethical Considerations Into Innovation Design},
	copyright = {All rights reserved},
	booktitle = {Innovation Design for the Future of Health – Entrepreneurial Strategies and Development Concepts towards Patient Empowerement and Health Democratisation},
	publisher = {Springer},
	author = {Breyer, Sabrina and Herzog, Christian},
	year = {2022}
}

@inproceedings{HerzogZetti2022,
	address = {Berlin, Germany},
	title = {Digitally Aided Sovereignty – A Suitable Guide for the e-Government Transformation?},
	copyright = {All rights reserved},
	booktitle = {Weizenbaum Conference 2022 - Practicing Sovereignty},
	author = {Herzog, Christian and Zetti, Daniela},
	year = {2022}
}

@inproceedings{HerzogBreyerLeinweberPreissSonarBombaerts2022,
	address = {Barcelona, Spain},
	title = {Everything you Want to Know and Never Dared to ask – A Practical Approach to Employing Challenge-Based Learning in Engineering Ethics},
	copyright = {All rights reserved},
	author = {Herzog, Christian and Breyer, Sabrina and Leinweber, Noah-Art and Preiß, Robin and Sonar, Arne and Bombaerts, Gunter},
	year = {2022}
}

@inproceedings{Herzog2022,
	address = {Hamburg, Germany},
	title = {Teaching Estimation and Control via Probabilistic Graphical Models – An Intuitive and Problem-Based Approach},
	copyright = {All rights reserved},
	booktitle = {IFAC Symposium on Advances in Control Education 2022},
	publisher = {IFAC},
	author = {Herzog, Christian and Vollmer, Felix and Gruner, Jonas and Rostalski, Philipp},
	year = {2022}
}

@inproceedings{HerzogDiebelFischer2022,
	address = {Barcelona, Spain},
	title = {Teaching Ethics Through the Back Door? – Employing Ideas From Assemblage Theory to Foster a Responsible Innovation Mindset},
	copyright = {All rights reserved},
	author = {Herzog, Christian and Diebel-Fischer, Hermann},
	year = {2022}
}

@article{Petersen-Herzog2022,
	title = {Responsible and Regulatory Conform Machine Learning for Medicine: A Survey of Challenges and Solutions},
	copyright = {All rights reserved},
	shorttitle = {Responsible and Regulatory Conform Machine Learning for Medicine},
	journal = {IEEE Access},
	author = {Petersen, Eike and Potdevin, Yannik and Mohammadi, Esfandiar and Zidowitz, Stephan and Breyer, Sabrina and Nowotka, Dirk and Henn, Sandra and Pechmann, Ludwig and Leucker, Martin and Rostalski, Philipp and Herzog, Christian},
	year = {2022},
	note = {arXiv: 2107.09546},
	doi = {https://doi.org/10.1109/ACCESS.2022.3178382},
	issn = {2169-3536},
	keywords = {Computer Science - Machine Learning, Computer Science - Computers and Society, I.2.6, I.5, J.3}
}

@article{Herzog2021b,
author = {Herzog, Christian},
doi = {10.1007/s43681-021-00045-4},
issn = {2730-5953},
journal = {AI and Ethics},
month = {March},
title = {On formal ethics versus inclusive moral deliberation},
url = {http://link.springer.com/10.1007/s43681-021-00045-4},
year = {2021}
}

@article{Herzog2021e,
	title = {On the risk of confusing interpretability with explicability},
	copyright = {All rights reserved},
	issn = {2730-5953, 2730-5961},
	url = {https://link.springer.com/10.1007/s43681-021-00121-9},
	doi = {10.1007/s43681-021-00121-9},
	abstract = {Abstract
            This Comment explores the implications of a lack of tools that facilitate an explicable utilization of epistemologically richer, but also more involved white-box approaches in AI. In contrast, advances in explainable artificial intelligence for black-box approaches have led to the availability of semi-standardized and attractive toolchains that offer a seemingly competitive edge over inherently interpretable white-box models in terms of intelligibility towards users. Consequently, there is a need for research on efficient tools for rendering interpretable white-box approaches in AI explicable to facilitate responsible use.},
	language = {en},
	urldate = {2021-12-17},
	journal = {AI and Ethics},
	author = {Herzog, Christian},
	month = {Dec},
	year = {2021}
}

@article{Herzog2021,
abstract = {In the present article, I will advocate caution against developing artificial moral agents (AMAs) based on the notion that the utilization of preliminary forms of AMAs will potentially negatively feed back on the human social system and on human moral thought itself and its value—e.g., by reinforcing social inequalities, diminishing the breadth of employed ethical arguments and the value of character. While scientific investigations into AMAs pose no direct significant threat, I will argue against their premature utilization for practical and economical use. I will base my arguments on two thought experiments. The first thought experiment deals with the potential to generate a replica of an individual's moral stances with the purpose to increase, what I term, 'moral efficiency'. Hence, as a first risk, an unregulated utilization of premature AMAs in a neoliberal capitalist system is likely to disadvantage those who cannot afford 'moral replicas' and further reinforce social inequalities. The second thought experiment deals with the idea of a 'moral calculator'. As a second risk, I will argue that, even as a device equally accessible to all and aimed at augmenting human moral deliberation, 'moral calculators' as preliminary forms of AMAs are likely to diminish the breadth and depth of concepts employed in moral arguments. Again, I base this claim on the idea that the current most dominant economic system rewards increases in productivity. However, increases in efficiency will mostly stem from relying on the outputs of 'moral calculators' without further scrutiny. Premature AMAs will cover only a limited scope of moral argumentation and, hence, over-reliance on them will narrow human moral thought. In addition and as the third risk, I will argue that an increased disregard of the interior of a moral agent may ensue—a trend that can already be observed in the literature.},
author = {Herzog, Christian},
doi = {10.1007/s11948-021-00283-z},
issn = {1353-3452},
journal = {Science and Engineering Ethics},
month = {feb},
number = {1},
pages = {3},
title = {Three Risks That Caution Against a Premature Implementation of Artificial Moral Agents for Practical and Economical Use},
url = {http://link.springer.com/10.1007/s11948-021-00283-z},
volume = {27},
year = {2021}
}

@incollection{Martin2021,
	title = {Three European experiences of co-creating ethical solutions to real-world problems through Challenge-Based Learning},
	booktitle = {Emerald Handbook on Challenge-Based Learning},
	author = {Martin, Diana and Herzog, Christian and Papageorgiou, Kyriaki and Bombaerts, Gunter},
	year = {2021}
}

@inproceedings{Herzog2021d,
	address = {Karlsruhe},
	title = {Challenge-based Learning for Robotics Students by Engaging Start-Ups in Technology Ethics},
	booktitle = {Reflecting Technology in Academic Teaching. Workshop on Teaching Environmental,  Societal,  and Ethical Dimensions of Technological Change},
	author = {Herzog, Christian and Breyer, Sabrina and Sonar, Arne and Bombaerts, Gunter},
	year = {2021}
}

@inproceedings{Herzog2021c,
	address = {Hamburg, Germany},
	title = {Practical and Moral Challenges for the Project of Formal Ethics},
	booktitle = {CEPE/IACAP Joint Conference 2021: The Philosophy and Ethics of Artificial Intelligence},
	author = {Herzog, Christian},
	year = {2021}
}

@misc{Breyer2021,
	title = {Akzeptanzfragen bei KI-basierter Medizintechnik},
	language = {German},
	author = {Breyer, Sabrina and Herzog, Christian},
	month = {June},
	year = {2021},
	booktitle = {KI-Sommercampus der Begleitforschung des KI-Innovationswettbewerb BMWi}
}

@phdthesis{Herzog2020b,
author = {Herzog, Christian},
address = {Master's Thesis at the University of Leeds, Inter-Disciplinary Ethics Applied Centre, United Kingdom},
school = {University of Leeds},
title = {Should Ethics be Formalized? - And if so, What for?},
type = {Master's Thesis},
year = {2020}
}

@phdthesis{Herzog2020e,
	title = {Should We Build Artificial Moral Agents?},
	school = {University of Leeds},
        address = {Projekt Work Thesis at the University of Leeds, Inter-Disciplinary Ethics Applied Centre, United Kingdom},
	author = {Herzog, Christian},
	year = {2020},
	type = {Project Work Thesis}
}

@inproceedings{Herzog2020a,
address = {Berlin, Germany},
author = {Herzog, Christian},
booktitle = {21st IFAC World Congress},
title = {Automating Morals – On the Morality of Automation Technology, Ironies of Automation and Responsible Research and Innovation},
year = {2020}
}

@misc{Sonar2020,
author = {Sonar, Arne and Herzog, Christian},
booktitle = {Online-Workshop „Humangenomik trifft Künstliche Intelligenz – Ethische und gesellschaftliche Herausforderungen“},
title = {(Ingenieurs-)Ethische Dimensionen der KI – Überlegungen zu Implikationen & Herausforderungen KI-basierter Humangenomik},
year = {2020}
}

@misc{Gode2020,
author = {Gode, André and Hedtfeld, Jan and Heine, Moreen and Herzog, Christian and Ivens, Stefan and Radzio, Frank and Wessel, Daniel and Zetti, Daniela},
booktitle = {Mensch und Computer},
title = {DigS-Gov - Die öffentliche Verwaltung als Förderer digitaler Souveränität},
url = {https://muc2020.mensch-und-computer.de},
year = {2020}
}

@inproceedings{Herzog2019c,
address = {Kiel, Schleswig-Holstein, Germany},
author = {Herzog, Christian},
booktitle = {KI-Konferenz Schleswig-Holstein},
publisher = {Staatskanzlei Schleswig-Holstein},
title = {„Ethical Innovation Hub“ – Vision und Konzept eines transdisziplinären Konvergenzpunkts für Wissenschaft, Wirtschaft und Gesellschaft für KI-Innovationsprozesse},
year = {2019}
}

@inproceedings{Herzog2019b,
address = {Berlin, Germany},
author = {Herzog, Christian},
booktitle = {2nd Weizenbaum Conference: Challenges of Digital Inequality - Digital Education, Digital Work, Digital Life},
doi = {https://doi.org/10.34669/wi.cp/2.7},
title = {Technological Opacity of Machine Learning in Healthcare},
year = {2019}
}

@misc{Herzog2019e,
address = {Berlin, Germany},
author = {Herzog, Christian},
booktitle = {41st International Engineering in Medicine and Biology Conference, Mini Symposium on "Ethical Design Considerations for MedTec"},
title = {Ethical and Epistemological Challenges of AI in Medical Systems},
year = {2019}
}

@misc{Herzog2019a,
address = {Berlin, Germany},
author = {Herzog, Christian and Friebe, Michael},
booktitle = {41st International Engineering in Medicine and Biology Conference, Mini Symposium on "Ethical Design Considerations for MedTec"},
title = {Ethics as an Essential Teaching Element for Innovative Medical Technology Engineering Education},
year = {2019}
}

@misc{Herzog2019g,
address = {Lübeck},
author = {Herzog, Christian},
booktitle = {Vortrag vor der Medizinischen Gesellschaft zu Lübeck},
title = {Responsible Research and Innovation in der KI-Basierten Medizintechnik},
year = {2019}
}