Dr. Ricardo Chavarriaga

Dr. Ricardo Chavarriaga
ZHAW
School of Engineering
Centre for Artificial Intelligence
Technikumstrasse 71
8400 Winterthur
Persönliches Profil
Leitungsfunktion
- Leitung CLAIRE Office Zürich
Tätigkeit an der ZHAW als
Wissenschaftlicher Mitarbeiter
Centre for Artificial Intelligence (CAI)
www.zhaw.ch/en/engineering/institutes-centres/cai/
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:
2021: ZHAW Digital-DIZH Fellowship on Good practices for responsible development of AI-based applications in healthcare
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
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Global Initiative for Inclusive ICTs- NeuroAbilities program on Neurotechnologies, BCI and AI
- International Brain Initiative, Data standards and sharing working group - Data Governance Taskforce
Projekte
- Good practices for responsible development of AI-based applications in healthcare / ProjektleiterIn / Projekt laufend
- FWA: Visual Food Waste Analysis for Sustainable Kitchens / Teammitglied / Projekt abgeschlossen
Publikationen
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Batzianoulis, Iason; Iwane, Fumiaki; Wei, Shupeng; Correia, Carolina Gaspar Pinto Ramos; Chavarriaga, Ricardo; Millán, José del R.; Billard, Aude,
2021.
Communications Biology.
4(1406).
Verfügbar unter: https://doi.org/10.1038/s42003-021-02891-8
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Eke, Damian O; Bernard, Amy; Bjaalie, Jan G; Chavarriaga, Ricardo; Hanakawa, Takashi; Hannan, Anthony J; Hill, Sean L; Martone, Maryann E; McMahon, Agnes; Ruebel, Oliver; Crook, Sharon; Thiels, Edda; Pestilli, Franco,
2021.
International data governance for neuroscience.
Neuron.
110(4), S. 600-612.
Verfügbar unter: https://doi.org/10.1016/j.neuron.2021.11.017
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Delaux, Alexandre; Saint Aubert, Jean‐Baptiste; Ramanoël, Stephen; Bécu, Marcia; Gehrke, Lukas; Klug, Marius; Chavarriaga, Ricardo; Sahel, José‐Alain; Gramann, Klaus; Arleo, Angelo,
2021.
Mobile brain/body imaging of landmark‐based navigation with high‐density EEG.
European Journal of Neuroscience.
54(12), S. 8256-8282.
Verfügbar unter: https://doi.org/10.1111/ejn.15190
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Bontempi, Gianluca; Chavarriaga, Ricardo; De Canck, Hans; Girardi, Emanuela; Hoos, Holger; Kilbane-Dawe, Iarla; Ball, Tonio; Nowé, Ann; Sousa, Jose; Bacciu, Davide; Aldinucci, Marco; De Domenico, Manlio; Saffiotti, Alessandro; Maratea, Marco,
2021.
The CLAIRE COVID-19 initiative : approach, experiences and recommendations.
Ethics and Information Technology.
23(Suppl 1), S. S127-S133.
Verfügbar unter: https://doi.org/10.1007/s10676-020-09567-7
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Aydarkhanov, Ruslan; Ušćumlić, Marija; Chavarriaga, Ricardo; Gheorghe, Lucian; Millán, José del R,
2021.
Closed-loop EEG study on visual recognition during driving.
Journal of Neural Engineering.
18(2), S. 026010.
Verfügbar unter: https://doi.org/10.1088/1741-2552/abdfb2
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Jao, Ping-Keng; Chavarriaga, Ricardo; Dell'Agnola, Fabio; Arza, Adriana; Atienza, David; Millan, Jose del R.,
2021.
EEG correlates of difficulty levels in dynamical transitions of simulated flying and mapping tasks.
IEEE Transactions on Human-Machine Systems.
51(2), S. 99-108.
Verfügbar unter: https://doi.org/10.1109/THMS.2020.3038339
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Jao, Ping-Keng; Chavarriaga, Ricardo; Millan, Jose del R.,
2021.
EEG-based online regulation of difficulty in simulated flying.
IEEE Transactions on Affective Computing.
Verfügbar unter: https://doi.org/10.1109/TAFFC.2021.3059688
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Iwane, Fumiaki; Iturrate, Iñaki; Chavarriaga, Ricardo; Millán, José del R.,
2021.
Journal of Neural Engineering.
18(4), S. 046044.
Verfügbar unter: https://doi.org/10.1088/1741-2552/abfa70
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Chavarriaga, Ricardo; Carey, Carole; Contreras-Vidal, Jose Luis; McKinney, Zach; Bianchi, Luigi,
2021.
IEEE Open Journal of Engineering in Medicine and Biology.
2, S. 71-73.
Verfügbar unter: https://doi.org/10.1109/OJEMB.2021.3061328
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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
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Orset, Bastien; Lee, Kyuhwa; Chavarriaga, Ricardo; Millan, Jose del R.,
2020.
User adaptation to closed-loop decoding of motor imagery termination.
IEEE Transactions on Biomedical Engineering.
68(1), S. 3-10.
Verfügbar unter: https://doi.org/10.1109/TBME.2020.3001981
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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
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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
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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
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Simmler, Niclas; Sager, Pascal; Andermatt, Philipp; Chavarriaga, Ricardo; Schilling, Frank-Peter; Rosenthal, Matthias; Stadelmann, Thilo,
2021.
In:
Proceedings of the 8th SDS.
8th Swiss Conference on Data Science, Lucerne, Switzerland, 9 June 2021.
IEEE.
S. 26-31.
Verfügbar unter: https://doi.org/10.1109/SDS51136.2021.00012
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Amirian, Mohammadreza; Tuggener, Lukas; Chavarriaga, Ricardo; Satyawan, Yvan Putra; Schilling, Frank-Peter; Schwenker, Friedhelm; Stadelmann, Thilo,
2021.
Two to trust : AutoML for safe modelling and interpretable deep learning for robustness [Paper].
In:
Postproceedings 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-22061
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Orset, Bastien; Lee, Kyuhwa; Chavarriaga, Ricardo; Millán, José del. R,
2021.
Stopping vs Resting state during motor imagery paradigm.
bioRxiv.
Verfügbar unter: https://doi.org/10.1101/2021.06.15.448360
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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
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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 COMMUNICATIONS
Sept 2021: Digital Futures Lab Blog post: How much do Swiss politicians know about AI blog.zhaw.ch/digital-futures-lab/2021/09/23/how-much-do-swiss-politicians-know-about-artificial-intelligence/
July 2021: Swissinfo: Will Switzerland distance itself from the EU on mass surveillance? www.swissinfo.ch/eng/will-switzerland-distance-itself-from-the-eu-on-mass-surveillance-/46766024
Oct 2020: Swiss Parliament - Press release : Le Future politique de Sécurité sous la Loupe www.parlament.ch/press-releases/Pages/mm-sik-n-2020-10-27.aspx
SELECTED TALKS (Full list: rchavarriaga.github.io/talks/):
Jun 2021: ZHAW digital series "Digital tools against Covid-19 - Addressing ethical challenges, public trust and acceptance". www.zhaw.ch/en/about-us/news/events/events/event-news/digital-tools-against-covid19-addressing-ethical-challenges-public-trust-and-acceptance/
May 2021: Claire Office Switzerland launch event: "AI4Good: Building a Nexus between Research, Innovation and Society". claire-ai.org/ch-office-launch/
May 2021: OECD Workshop: “Neurotechnology in and for society – deliberation, stewardship and trust”
Mar 2021: World Intellectual Property Organisation (WIPO): Launch of the WIPO Technology Trends Report on Global Trends in Assistive Technology
Jan 2021: Workshop on Brain-Computer Interfaces. “Capturing Technology. Rethinking Arms Control”. German Federal Foreign Office
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/
Nov 2020: 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
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