Carmen Frischknecht-Gruber

Projekte

• Verification and Validation Framework for Safe Railway AI Systems Across Their Lifecycle / Teammitglied / laufend
• Machine Protection and Autonomous Predictive Interlock System / Teammitglied / laufend
• certAInty – A Certification Scheme for AI systems / Teammitglied / abgeschlossen
• System-Theoretic Process Analysis of a Pharmacovigilance Signal Management Process / Teammitglied / abgeschlossen

Publikationen

• Frischknecht-Gruber, Carmen; Denzel, Philipp; Reif, Monika; Billeter, Yann; Brunner, Stefan; Forster, Oliver; Schilling, Frank-Peter; Weng, Joanna; Chavarriaga, Ricardo; et al.,

  2025.

  AI assessment in practice : implementing a certification scheme for AI trustworthiness[Paper].

  In:

  Görge, Rebekka; Haedecke, Elena; Poretschkin, Maximilian; Schmitz, Anna, Hrsg.,

  Symposium on Scaling AI Assessments (SAIA 2024).

  Symposium on Scaling AI Assessments (SAIA 2024), Cologne, Germany, 30 September - 1 October 2024.

  Schloss Dagstuhl – Leibniz-Zentrum für Informatik.

  S. 15:1-15:18.

  Open Access Series in Informatics (OASIcs) ; 126.

  Verfügbar unter: https://doi.org/10.4230/OASIcs.SAIA.2024.15

• Billeter, Yann; Denzel, Philipp; Chavarriaga, Ricardo; Forster, Oliver; Schilling, Frank-Peter; Brunner, Stefan; Frischknecht-Gruber, Carmen; Reif, Monika Ulrike; Weng, Joanna,

  2024.

  MLOps as enabler of trustworthy AI[Paper].

  In:

  2024 11th IEEE Swiss Conference on Data Science (SDS).

  11th IEEE Swiss Conference on Data Science (SDS), Zurich, Switzerland, 30-31 May 2024.

  IEEE.

  S. 37-40.

  Verfügbar unter: https://doi.org/10.1109/SDS60720.2024.00013

• 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,

  2024.

  Towards the certification of AI-based systems[Paper].

  In:

  2024 11th IEEE Swiss Conference on Data Science (SDS).

  11th IEEE Swiss Conference on Data Science (SDS), Zurich, Switzerland, 30-31 May 2024.

  IEEE.

  S. 84-91.

  Verfügbar unter: https://doi.org/10.1109/SDS60720.2024.00020

• Weng, Joanna; Denzel, Philipp; Reif, Monika Ulrike; Schilling, Frank-Peter; Billeter, Yann; Frischknecht-Gruber, Carmen; Brunner, Stefan; Chavarriaga, Ricardo; Repetto, Marco; Iranfar, Arman,

  2024.

  Certification scheme for artificial intelligence based systems[Paper].

  In:

  34th European Safety and Reliability Conference (ESREL), Cracow, Poland, 23-27 June 2024.

  ZHAW Zürcher Hochschule für Angewandte Wissenschaften.

  Verfügbar unter: https://doi.org/10.21256/zhaw-30549

• Brunner, Stefan; Frischknecht-Gruber, Carmen; Reif, Monika Ulrike; Weng, Joanna,

  2023.

  A comprehensive framework for ensuring the trustworthiness of AI systems[Paper].

  In:

  Brito, Mário P.; Aven, Terje; Baraldi, Piero; Čepin, Marko; Zio, Enrico, Hrsg.,

  Proceeding of the 33rd European Safety and Reliability Conference.

  33rd European Safety and Reliability Conference (ESREL), Southampton, United Kingdom, 3-7 September 2023.

  Singapore:

  Research Publishing.

  S. 2772-2779.

  Verfügbar unter: https://doi.org/10.3850/978-981-18-8071-1_P230-cd

• Frischknecht-Gruber, Carmen; Heuberger, Benjamin; Reif, Monika Ulrike; Weng, Joanna; Senn, Christoph,

  2023.

  Ensuring safety in highly automated vehicles : a review of testing and validation methods for robustness and reliability[Paper].

  In:

  Brito, Mário P.; Aven, Terje; Baraldi, Piero; Čepin, Marko; Zio, Enrico, Hrsg.,

  Proceeding of the 33rd European Safety and Reliability Conference.

  33rd European Safety and Reliability Conference (ESREL), Southampton, United Kingdom, 3-7 September 2023.

  Singapore:

  Research Publishing.

  S. 257-264.

  Verfügbar unter: https://doi.org/10.3850/978-981-18-8071-1_P414-cd

• Brunner, Stefan; Frischknecht-Gruber, Carmen; Reif, Monika Ulrike; Senn, Christoph,

  2022.

  Deep Gaussian mixture model : a novelty detection method for time series[Paper].

  In:

  Leva, Maria Chiara; Patelli, Edoardo; Podofillini, Luca; Wilson, Simon, Hrsg.,

  Proceedings of the 32nd European Safety and Reliability Conference.

  32nd European Safety and Reliability Conference (ESREL 2022), Dublin, Ireland, 28 August - 1 September 2022.

  Singapore:

  Research Publishing.

  S. 1291-1298.

  Verfügbar unter: https://doi.org/10.3850/978-981-18-5183-4_R22-12-325-cd

• Frischknecht-Gruber, Carmen; Reif, Monika Ulrike; Senn, Christoph,

  2022.

  Global efforts towards establishing safety directives for intelligent systems : review[Paper].

  In:

  Proceedings of the 32nd European Safety and Reliability Conference.

  32nd European Safety and Reliability Conference (ESREL 2022), Dublin, Ireland, 28 August - 1 September 2022.

  Singapore:

  Research Publishing.

  S. 2420-2427.

  Verfügbar unter: https://rpsonline.com.sg/rps2prod/esrel22-epro/pdf/S11-11-472.pdf

• Frischknecht-Gruber, Carmen; Marti, Mario; Senn, Christoph; Contreras, Benjamin,

  2017.

  Integration of security into the STAMP based safety analysis method CAST[Poster].

  In:

  2nd STAMP Workshop in JAPAN, Tokyo, Japan, 27-29 November 2017.

  Verfügbar unter: https://www.ipa.go.jp/en/digital/complex_systems/g6ovkg0000005yrf-att/000063040.pdf

• Frischknecht-Gruber, Carmen; Denzel, Philipp; Forster, Oliver; Billeter, Yann; Iranfar, Arman; Repetto, Marco; Reif, Monika Ulrike; Schilling, Frank-Peter; Weng, Joanna; Chavarriaga, Ricardo,

  2025.

  Assessment tool for trustworthy AI systems : operational workflows for compliance assessment with regulatory requirements[Poster].

  In:

  AI Days @ HES-SO, Geneva and Lausanne, Switzerland, 27–29 January 2025.

  ZHAW Zürcher Hochschule für Angewandte Wissenschaften.

  Verfügbar unter: https://doi.org/10.21256/zhaw-32422

• Frischknecht-Gruber, Carmen; Krauss, Sven Stefan; Reif, Monika Ulrike,

  2018.

  STPA-STRIDE : Safety & Security Analyse für komplexe Systeme[Paper].

  In:

  Safe.tech 2018, München, Deutschland, 24.-25. April 2018.

• Frischknecht-Gruber, Carmen; Marti, Mario; Krauss, Sven Stefan,

  2017.

  Adapting CAST for security incident analysis[Poster].

  In:

  5th European STAMP/STPA Workshop and Conference, Reykjavik, Iceland, 13-15 September 2017.

• Denzel, Philipp; Brunner, Stefan; Luley, Paul-Philipp; Frischknecht-Gruber, Carmen; Reif, Monika Ulrike; Schilling, Frank-Peter; Amini, Amin; Repetto, Marco; Iranfar, Arman; Weng, Joanna; Chavarriaga, Ricardo,

  2023.

  A framework for assessing and certifying explainability of health-oriented AI systems.

  In:

  Explainable AI in Medicine Workshop, Lugano, Switzerland, 2-3 November 2023.

• Reif, Monika Ulrike; Krauss, Sven Stefan; Frischknecht-Gruber, Carmen,

  2018.

  An approach to analyse functional safety, security and SOTIF based on a comprehensive analysis technique.

  In:

  ISO 26262 - 2nd edition, Autonomous Driving & Cybersecurity, Stuttgart, Germany, 22-24 October 2018.

• Frischknecht-Gruber, Carmen; Senn, Christoph W.; Krauss, Sven Stefan; Reif, Monika Ulrike,

  2018.

  Safety & cyber-security analysis based on systems-theory.

  In:

  International Cross-Industry Safety Conference and European STAMP Workshop and Conference 2018, Amsterdam, Netherlands, 31 October - 2 November 2018.

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