Dr. Ricardo Chavarriaga

Dr. Ricardo Chavarriaga
ZHAW
School of Engineering
Forschungsschwerpunkt Information Engineering
Obere Kirchgasse 2 / Steinberggasse 12/14
8400 Winterthur
Persönliches Profil
Leitungsfunktion
- Leitung CLAIRE Office Zürich
Tätigkeit an der ZHAW als
Wissenschaftlicher Mitarbeiter
Institut für angewandte Informationstechnologie (InIT)
www.zhaw.ch/datalab
Arbeits- und Forschungsschwerpunkte, Spezialkenntnisse
Brain-machine interfacing, Künstliche Intelligenz und Maschinelles Lernen, Neurotechnologies, Responsible innovation, Human-centred design
Siehe auch: rchavarriaga.github.io/projects/
Aus- und Fortbildung
2019 - Certificate of Advanced Studies (CAS) in Management of Biotech, Medtech, and Pharma Ventures. EPFL, Switzerland
2019 - Professional Project Management (PMP) Certification. Project Management Institution, PMI, USA
2005 - PhD in Computational Neuroscience. School of Computer Science, EPFL, Switzerland
Beruflicher Werdegang
2019-present: Global Fellow, Geneva Center for Security Policy, Switzerland
2017-present: Chair, Working group on Neurotechnologies for brain-machine interfacing, IEEE Standards Association
2011-present: Co-Chair, Technical committee on Brain-Machine Interface Systems, IEEE Society on Systems, Man and Cybernetics
2009-2019: Research Scientist, Lecturer, EPFL, Switzerland
2006-2008: Research Scientist, Idiap research Institute, Switzerland
Awards:
2019: IEEE Society on Systems, Man and Cybernetics. Best Associate Editor - Human-Machine Systems
2019: Elevated to the grade of IEEE senior member
2016, 2017, 2018: IEEE Society on Systems, Man and Cybernetics. Award to the most active technical committee in Human Machine Interaction
2017: Journal of Neural Engineering, IOP Publishing. Outstanding reviewer award
2015: Nominee International BCI award (top 10): Project: Easy riders: Brain-computer interfaces for enhancing driving experience
2013: Nominee International BCI award (top 10): Project: Cognitive signals for brain-machine interfaces: an alternative paradigm to neuroprosthetics control
Mitglied in Netzwerken
- CLAIRE - Confederation of Laboratories for AI Research in Europe (Head of Zürich office)
- Datalab, the ZHAW Data Science Laboratory
- IEEE Standards Association group on Neurotechnologies for brain-machine interfacing (Chair)
- IEEE Standards Association group P2863 Recommended Practice for Organizational Governance of AI (Chair Subgroup on Principles)
- IEEE Brain Initiative (Core group member)
- Brain Computer Interface Society
- MIT Technology Review Global Panel
Projekte
- TAILOR - Foundations of Trustworthy AI integrating Learning, Optimisation and Reasoning / Teammitglied / Projekt laufend
- FWA: Visual Food Waste Analysis for Sustainable Kitchens / Teammitglied / Projekt laufend
- Standardized Data and Modeling for AI-based CoVID-19 Diagnosis Support on CT Scans (SDMCT) / Teammitglied / Projekt abgeschlossen
Publikationen
-
Aydarkhanov, Ruslan; Ušćumlić, Marija; Chavarriaga, Ricardo; Gheorghe, Lucian; del R Millán, José,
2020.
Spatial covariance improves BCI performance for late ERPs components with high temporal variability.
Journal of Neural Engineering.
17(3),
S.036030.
Verfügbar unter: https://doi.org/10.1088/1741-2552/ab95eb
-
Orset, Bastien; Lee, Kyuhwa; Chavarriaga, Ricardo; Millan, Jose del R.,
2020.
User adaptation to closed-loop decoding of motor imagery termination.
IEEE Transactions on Bio-medical Electronics.
Verfügbar unter: https://doi.org/10.1109/TBME.2020.3001981
-
Jeunet, Camille; Tonin, Luca; Albert, Louis; Chavarriaga, Ricardo; Bideau, Benoît; Argelaguet, Ferran; Millán, José del R.; Lécuyer, Anatole; Kulpa, Richard,
2020.
Scientific Reports.
10(1705).
Verfügbar unter: https://doi.org/10.1038/s41598-020-58533-2
-
Zhang, Xiao; Wu, Dongrui; Ding, Lieyun; Luo, Hanbin; Lin, Chin-Teng; Jung, Tzyy-Ping; Chavarriaga, Ricardo,
2020.
National Science Review.
Verfügbar unter: https://doi.org/10.1093/nsr/nwaa233
-
Iturrate, Iñaki; Chavarriaga, Ricardo; Millán, José del R.,
2020.
General principles of machine learning for brain-computer interfacing
.
In:
Millan, José del R; Ramsay, Nick F., Hrsg.,
Handbook of Clinical Neurology ; 168.
Elsevier.
S.311-328.
Verfügbar unter: https://doi.org/10.1016/B978-0-444-63934-9.00023-8
-
Amirian, Mohammadreza; Tuggener, Lukas; Chavarriaga, Ricardo; Satyawan, Yvan Putra; Schilling, Frank-Peter; Schwenker, Friedhelm; Stadelmann, Thilo,
2020.
Two to trust : AutoML for safe modelling and interpretable deep learning for robustness [Paper].
In:
Proceedings of the 1st TAILOR Workshop on Trustworthy AI at ECAI 2020.
1st TAILOR Workshop on Trustworthy AI at ECAI 2020, Santiago de Compostela, Spain, 29-30 August 2020.
Springer.
Verfügbar unter: https://doi.org/10.21256/zhaw-20217
-
Perdikis, Serafeim; Leeb, Robert; Chavarriaga, Ricardo; Millán, José del R.,
2020.
Context-aware learning for generative models.
IEEE Transactions on Neural Networks and Learning Systems.
Verfügbar unter: https://doi.org/10.1109/TNNLS.2020.3011671
-
Chavarriaga, Ricardo,
2020.
Standards for neurotechnologies and brain-machine interfacing.
IEEE Systems, Man, and Cybernetics Magazine.
6(3),
S.50-51.
Verfügbar unter: https://doi.org/10.1109/MSMC.2020.2995438
Full list in Google Scholar: scholar.google.com/citations
Chavarriaga R. et al. (2020) Standards Roadmap: Neurotechnologies for Brain-Machine Interfacing, IEEE Standards Association standards.ieee.org/industry-connections/neurotechnologies-for-brain-machine-interfacing.html
Lotte et al. (2019) Turning negative into positives! Exploiting "negative" results in Brain-Machine Interface (BMI) research. Brain-Computer Interfaces doi.org/10.1080/2326263X.2019.1697143
Chavarriaga R. et al. (2018) Decoding neural correlates of cognitive states to enhance driving experience. IEEE Transactions on Emerging Topics in Computational Intelligence 2, 288–297. doi.org/10.1109/TETCI.2018.2848289
Chavarriaga R., Fried-Oken M., Kleih S., Lotte F. & Scherer R. (2017) Heading for new shores! Overcoming pitfalls in BCI design. Brain-Computer Interfaces 4, 60–73. infoscience.epfl.ch/record/223730
Min B.-K., Chavarriaga R. & Millán J. d. R. (2017) Harnessing prefrontal cognitive signals for brain-machine interfaces. Trends in Biotechnology, 35, 7, 585-597. infoscience.epfl.ch/record/226817
Saeedi S., Chavarriaga R. & Millán J. d. R. (2017) Long-Term Stable Control of Motor-Imagery BCI by a Locked-In User Through Adaptive Assistance. IEEE Transactions on Neural Systems and Rehabilitation Engineering 25, 380–391. infoscience.epfl.ch/record/224012
Lee K., Liu D., Perroud L., Chavarriaga R., & Millán J. d. R. (2017) A brain-Controlled exoskeleton with cascaded event-related desynchronization classifiers. Robotics and Autonomous Systems. infoscience.epfl.ch/record/221052
Iturrate I., Chavarriaga R., Montesano L., Minguez J. & Millán J. d. R. (2015) Teaching brain-machine interfaces as an alternative paradigm to neuroprosthetics control. Scientific Reports 5. infoscience.epfl.ch/record/211086
Zhang H., Chavarriaga R. & Millán J. d. R. (2015) Discriminant brain connectivity patterns of performance monitoring at average and single-trial levels. NeuroImage 120, 64–74. linkinghub.elsevier.com/retrieve/pii/S1053811915006217
Chavarriaga R., Sobolewski A. & Millán J. d. R. (2014) Errare machinale est: The use of error-related potentials in brain-machine interfaces. Frontiers in Neuroscience 8, 208. journal.frontiersin.org/article/10.3389/fnins.2014.00208/abstract
Roggen D, Tröster G, Lukowicz P, Ferscha A, Millán, J. d. R. & Chavarriaga (2013). Opportunistic human activity and context recognition. IEEE Computer, 46, 2, 36-45. infoscience.epfl.ch/record/182084
Perrin X., Chavarriaga R., Colas F., Siegwart R. & Millán J. d. R. (2010) Brain-coupled interaction for semi-autonomous navigation of an assistive robot. Robotics and Autonomous Systems, 58, 12, 1246-1255. infoscience.epfl.ch/record/149091
Weitere Beiträge
Selected talks (Full list: rchavarriaga.github.io/talks/):
Jan 2021: Workshop on Brain-Computer Interfaces. “Capturing Technology. Rethinking Arms Control”. German Federal Foreign Office
Jan 2021: EU IN-FET Workshop on Communication and Responsible Research and Innovation. Virtual Workshop
Nov 2020: Internet Governance Forum 2020 - Best Practice Forum on Data and New Technologies in an Internet Context www.intgovforum.org/multilingual/content/igf-2020-bpf-data-and-new-technologies-in-an-internet-context
Nov 2020: DEFTECH DAYS - Human-machine interface & Interaction, Thun, Switzerland. deftech.ch/human-machine-interface-and-interaction-november-10th-2020/
Nov2020: Nationalrat Sicherheitspolitisches Seminar 2020 - Die militärischen Anwendungen der künstlichen Intelligenz www.parlament.ch/press-releases/Pages/mm-sik-n-2020-10-27.aspx
Sep 2020: Women in AI Global Summit 2020 www.womeninai.co/wai-summit
June 2020: Workshop Global Perspectives on Responsible Artificial Intelligence, Freiburg, Germany. www.jura.uni-freiburg.de/de/institute/ioeffr2/forschung-1/responsible-ai
June 2020: AI Governance Forum 2020 - From the governance of AI to the governance via AI, Digital Conference. Moderator panel: “Healthcare and AI”, Geneva . ai-gf.com
March 2020: Public discussion: Kann KI uns helfen, globale Herausforderungen zu meistern?, Winterthur, Switzerland. www.zhaw.ch/de/ueber-uns/aktuell/veranstaltungen/detailansicht-veranstaltung/event-news/12850/
November 2019: Symposium Closing the regulatory gap for consumer neurotechnology, Brocher Foundation, Geneva. www.brocher.ch/fr/events/392/closing-the-regulatory-gap-for-consumer-neurotechnology
October 2019: SwissAI-Digital strategy meetup, Geneva, Switzerland. www.meetup.com/SwissAI/events/265112736/
November 2018: Samsung Developer's Conference, SDC18, San Francisco, USA. Invited talk: Accessibility beyond - Use your brain to control your TV
October 2018: Meeting of the International Global Brain Initiatives, IEEE Conference on Systems, Man and Cybernetics, Miyazaki Japan.
September 2018: OECD Workshop "Minding Neurotechnology: delivering responsible innovation for health and well-being", Tongji University School of Medicine, Shanghai, People's Republic of China.
March 2018: South by Southwest festival (SXSW), Austin USA. Panelist: Mental Works: Moving Beyond Our Carbon Based Minds