Please use this identifier to cite or link to this item:
https://doi.org/10.21256/zhaw-30439
Publication type: | Conference paper |
Type of review: | Peer review (publication) |
Title: | Towards the certification of AI-based systems |
Authors: | Denzel, Philipp Brunner, Stefan Billeter, Yann Forster, Oliver Frischknecht-Gruber, Carmen Reif, Monika Ulrike Schilling, Frank-Peter Weng, Joanna Chavarriaga, Ricardo Amini, Amin Repetto, Marco Iranfar, Arman |
et. al: | No |
DOI: | 10.21256/zhaw-30439 |
Conference details: | 11th IEEE Swiss Conference on Data Science (SDS), Zurich, Switzerland, 30-31 May 2024 |
Issue Date: | 31-May-2024 |
Publisher / Ed. Institution: | ZHAW Zürcher Hochschule für Angewandte Wissenschaften |
Language: | English |
Subjects: | Artificial intelligence; Machine learning; Certification; Reliability; Transparency |
Subject (DDC): | 006: Special computer methods |
Abstract: | Certifying the trustworthiness of Artificial Intelligence (AI)-based systems based on dimensions including reliability and transparency is crucial given their increased uptake. Likewise, as regulatory requirements are established, actionable guidelines for certification will be useful for developers and certification bodies to ensure trustworthiness of AI. Here, we present an ongoing effort to develop a validated AI certification scheme which is a framework for assessing the trustworthiness of AI systems including specific objectives with their corresponding means of compliance (i.e. process, documentation or technical methods). Importantly, the scheme makes an explicit link between legal requirements and validated techniques for assessing the compliance of AI systems, resulting in the implementation of a workflow to support AI certification. We explain the rationale for developing the certification scheme and demonstrate the assessment of an example use case with a concrete workflow traversing from objectives to corresponding means, focused on reliability and transparency. |
URI: | https://digitalcollection.zhaw.ch/handle/11475/30439 |
Fulltext version: | Accepted version |
License (according to publishing contract): | Licence according to publishing contract |
Departement: | School of Engineering |
Organisational Unit: | Centre for Artificial Intelligence (CAI) Institute of Applied Mathematics and Physics (IAMP) |
Published as part of the ZHAW project: | certAInty – A Certification Scheme for AI systems |
Appears in collections: | Publikationen School of Engineering |
Files in This Item:
File | Description | Size | Format | |
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2024_Denzel-etal_Towards-the-Certification-of-AI-based-Systems_SDS24.pdf | 2.36 MB | Adobe PDF | View/Open |
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Denzel, P., Brunner, S., Billeter, Y., Forster, O., Frischknecht-Gruber, C., Reif, M. U., Schilling, F.-P., Weng, J., Chavarriaga, R., Amini, A., Repetto, M., & Iranfar, A. (2024, May 31). Towards the certification of AI-based systems. 11th IEEE Swiss Conference on Data Science (SDS), Zurich, Switzerland, 30-31 May 2024. https://doi.org/10.21256/zhaw-30439
Denzel, P. et al. (2024) ‘Towards the certification of AI-based systems’, in 11th IEEE Swiss Conference on Data Science (SDS), Zurich, Switzerland, 30-31 May 2024. ZHAW Zürcher Hochschule für Angewandte Wissenschaften. Available at: https://doi.org/10.21256/zhaw-30439.
P. Denzel et al., “Towards the certification of AI-based systems,” in 11th IEEE Swiss Conference on Data Science (SDS), Zurich, Switzerland, 30-31 May 2024, May 2024. doi: 10.21256/zhaw-30439.
DENZEL, Philipp, Stefan BRUNNER, Yann BILLETER, Oliver FORSTER, Carmen FRISCHKNECHT-GRUBER, Monika Ulrike REIF, Frank-Peter SCHILLING, Joanna WENG, Ricardo CHAVARRIAGA, Amin AMINI, Marco REPETTO und Arman IRANFAR, 2024. Towards the certification of AI-based systems. In: 11th IEEE Swiss Conference on Data Science (SDS), Zurich, Switzerland, 30-31 May 2024. Conference paper. ZHAW Zürcher Hochschule für Angewandte Wissenschaften. 31 Mai 2024
Denzel, Philipp, Stefan Brunner, Yann Billeter, Oliver Forster, Carmen Frischknecht-Gruber, Monika Ulrike Reif, Frank-Peter Schilling, et al. 2024. “Towards the Certification of AI-Based Systems.” Conference paper. In 11th IEEE Swiss Conference on Data Science (SDS), Zurich, Switzerland, 30-31 May 2024. ZHAW Zürcher Hochschule für Angewandte Wissenschaften. https://doi.org/10.21256/zhaw-30439.
Denzel, Philipp, et al. “Towards the Certification of AI-Based Systems.” 11th IEEE Swiss Conference on Data Science (SDS), Zurich, Switzerland, 30-31 May 2024, ZHAW Zürcher Hochschule für Angewandte Wissenschaften, 2024, https://doi.org/10.21256/zhaw-30439.
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