Siamac Fazli

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Siamac Fazli, PhD

Associate Professor

 https://orcid.org/0000-0003-3397-0647
Calculated based on number of publications stored in Pure and citations from Scopus
20072024

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  • 2022

    Explainable machine learning for memory-related decoding via TabNet and non-linear features∗

    Mametkulov, M., Artykbayev, A., Koishigarina, D., Kenessova, A., Razikhova, K., Kang, T., Wallraven, C. & Fazli, S., 2022, 10th International Winter Conference on Brain-Computer Interface, BCI 2022. Institute of Electrical and Electronics Engineers Inc., (International Winter Conference on Brain-Computer Interface, BCI; vol. 2022-February).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    1 Citation (Scopus)
  • 2020

    A Low-Cost, IMU-Based Real-Time on Device Gesture Recognition Glove

    Makaussov, O., Krassavin, M., Zhabinets, M. & Fazli, S., Oct 11 2020, 2020 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2020. Institute of Electrical and Electronics Engineers Inc., Vol. 2020-October. p. 3346-3351 6 p. 9283231. (Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics; vol. 2020-October).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    13 Citations (Scopus)

  • Inter-subject correlations during natural viewing: A filter-bank approach

    Gait, A., Duisenbinov, V., Lee, M. H., Biesmann, F. & Fazli, S., Jul 2020, 42nd Annual International Conferences of the IEEE Engineering in Medicine and Biology Society: Enabling Innovative Technologies for Global Healthcare, EMBC 2020. Institute of Electrical and Electronics Engineers Inc., p. 200-203 4 p. 9176083. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2020-July).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Towards Paradigm-Independent Brain Computer Interfaces

    Li, A., Alimanov, K., Fazli, S. & Lee, M. H., Feb 2020, 8th International Winter Conference on Brain-Computer Interface, BCI 2020. Institute of Electrical and Electronics Engineers Inc., 9061657. (8th International Winter Conference on Brain-Computer Interface, BCI 2020).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    6 Citations (Scopus)
  • 2018

    Decoding of human memory formation with EEG signals using convolutional networks

    Kang, T., Chen, Y., Fazli, S. & Wallraven, C., Mar 9 2018, 2018 6th International Conference on Brain-Computer Interface, BCI 2018. Institute of Electrical and Electronics Engineers Inc., p. 1-5 5 p. (2018 6th International Conference on Brain-Computer Interface, BCI 2018; vol. 2018-January).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    2 Citations (Scopus)

  • Predicting what you remember from brain activity: EEG-based decoding of long-term memory formation

    Kang, T., Chen, Y., Fazli, S. & Wallraven, C., Jan 1 2018, Symbiotic Interaction - 6th International Workshop, Symbiotic 2017, Revised Selected Papers. Blankertz, B., Spagnolli, A., Gamberini, L., Jacucci, G. & Ham, J. (eds.). Springer Verlag, p. 63-73 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10727 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • 2017

    OpenBMI: A real-time data analysis toolbox for Brain-Machine Interfaces

    Lee, M. H., Kim, K. T., Kee, Y. J., Jeong, J. H., Kim, S. M., Fazli, S. & Lee, S. W., Feb 6 2017, 2016 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2016 - Conference Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1884-1887 4 p. 7844513. (2016 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2016 - Conference Proceedings).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    14 Citations (Scopus)
  • 2016

    Development of an open source platform for brain-machine interface: OpenBMI

    Lee, M. H., Fazli, S., Kim, K. T. & Lee, S. W., Apr 20 2016, 4th International Winter Conference on Brain-Computer Interface, BCI 2016. Institute of Electrical and Electronics Engineers Inc., 7457440. (4th International Winter Conference on Brain-Computer Interface, BCI 2016).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    17 Citations (Scopus)

  • EEG-based decoding of declarative memory formation

    Kang, T., Chen, Y., Kim, D. & Fazli, S., Apr 20 2016, 4th International Winter Conference on Brain-Computer Interface, BCI 2016. Institute of Electrical and Electronics Engineers Inc., 7457460. (4th International Winter Conference on Brain-Computer Interface, BCI 2016).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    4 Citations (Scopus)
  • 2015

    EEG-based neural decoding of Intelligence Questions

    Schlattner, I., Leydecker, A., Biesmann, F., Chen, Y. & Fazli, S., Mar 30 2015, 3rd International Winter Conference on Brain-Computer Interface, BCI 2015. Institute of Electrical and Electronics Engineers Inc., 7073025. (3rd International Winter Conference on Brain-Computer Interface, BCI 2015).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    1 Citation (Scopus)

  • How visual attention affects choice outcomes: An eyetracking study

    Chen, Y., Caputo, V., Nayga, R. M., Scarpa, R. & Fazli, S., Mar 30 2015, 3rd International Winter Conference on Brain-Computer Interface, BCI 2015. Institute of Electrical and Electronics Engineers Inc., 7073055. (3rd International Winter Conference on Brain-Computer Interface, BCI 2015).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    6 Citations (Scopus)
  • 2014

    Single-trials ERPs predict correct answers to intelligence test questions

    Leydecker, A., Biebmann, F. & Fazli, S., Jan 1 2014, Proceedings - 2014 International Workshop on Pattern Recognition in Neuroimaging, PRNI 2014. IEEE Computer Society, 6858528. (Proceedings - 2014 International Workshop on Pattern Recognition in Neuroimaging, PRNI 2014).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    4 Citations (Scopus)

  • Towards an enhanced ERP speller based on the visual processing of face familiarity

    Yeom, S. K., Fazli, S., Müller, K. R. & Lee, S. W., Nov 2 2014, 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014. Institute of Electrical and Electronics Engineers Inc., p. 1330-1333 4 p. 6943844. (2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • 2013

    Decoding cognitive brain states

    Porbadnigk, A. K., Treder, M. S., Fazli, S., Tangermann, M., Vidaurre, C., Haufe, S., Curio, G., Blankertz, B. & Müller, K. R., May 17 2013, 2013 International Winter Workshop on Brain-Computer Interface, BCI 2013. p. 16-18 3 p. 6506613. (2013 International Winter Workshop on Brain-Computer Interface, BCI 2013).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    1 Citation (Scopus)

  • Multimodal imaging technique for rapid response brain-computer interface feedback

    Yeom, S. K., Fazli, S., Mehnert, J., Blankcrtz, B., Steinbrink, J., Müller, K. R. & Lee, S. W., May 17 2013, 2013 International Winter Workshop on Brain-Computer Interface, BCI 2013. p. 92-94 3 p. 6506642. (2013 International Winter Workshop on Brain-Computer Interface, BCI 2013).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    3 Citations (Scopus)

  • Optimal channel selection based on statistical analysis in high dimensional NIRS data

    Lee, M. H., Fazli, S. & Lee, S. W., May 17 2013, 2013 International Winter Workshop on Brain-Computer Interface, BCI 2013. p. 95-97 3 p. 6506643. (2013 International Winter Workshop on Brain-Computer Interface, BCI 2013).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    4 Citations (Scopus)

  • Tutorial on multimodal neuroimaging for brain-computer interfacing

    Fazli, S., Müller, K. R., Lee, S. W. & Blankertz, B., May 17 2013, 2013 International Winter Workshop on Brain-Computer Interface, BCI 2013. p. 1-2 2 p. 6506605. (2013 International Winter Workshop on Brain-Computer Interface, BCI 2013).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • 2012

    Learning invariant representations of molecules for atomization energy prediction

    Montavon, G., Hansen, K., Fazli, S., Rupp, M., Biegler, F., Ziehe, A., Tkatchenko, A., Von Lilienfeld, O. A. & Müller, K. R., Dec 1 2012, Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012, NIPS 2012. p. 440-448 9 p. (Advances in Neural Information Processing Systems; vol. 1).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    108 Citations (Scopus)

  • Using NIRS as a predictor for EEG-based BCI performance

    Fazli, S., Mehnert, J., Steinbrink, J. & Blankertz, B., Dec 14 2012, 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2012. p. 4911-4914 4 p. 6347095. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    22 Citations (Scopus)
  • 2011

    ℓ1-penalized linear mixed-effects models for BCI

    Fazli, S., Danóczy, M., Schelldorfer, J. & Müller, K. R., Jun 24 2011, Artificial Neural Networks and Machine Learning, ICANN 2011 - 21st International Conference on Artificial Neural Networks, Proceedings. PART 1 ed. p. 26-35 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6791 LNCS, no. PART 1).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    3 Citations (Scopus)
  • 2009

    Subject independent EEG-based BCI decoding

    Fazli, S., Grozea, C., Danóczy, M., Popescu, F., Blankertz, B. & Müller, K. R., Dec 1 2009, Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference. p. 513-521 9 p. (Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    56 Citations (Scopus)

  • Using rest class and control paradigms for brain computer interfacing

    Fazli, S., Danóczy, M., Popescu, F., Blankertz, B. & Müller, K. R., Aug 20 2009, Bio-Inspired Systems: Computational and Ambient Intelligence - 10th International Work-Conference on Artificial Neural Networks, IWANN 2009, Proceedings. PART 1 ed. p. 651-665 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5517 LNCS, no. PART 1).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    7 Citations (Scopus)
  • 2008

    Asynchronous, adaptive BCI using movement imagination training and rest-state inference

    Fazli, S., Danóczy, M., Kawanabe, M. & Popescu, F., Dec 1 2008, Proceedings of the IASTED International Conference on Artificial Intelligence and Applications, AIA 2008. p. 85-90 6 p. (Proceedings of the IASTED International Conference on Artificial Intelligence and Applications, AIA 2008).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    3 Citations (Scopus)

  • The Berlin brain-computer interface

    Blankertz, B., Tangermann, M., Popescu, F., Krauledat, M., Fazli, S., Dónaczy, M., Curio, G. & Müller, K. R., Jul 4 2008, Computational Intelligence: Research Frontiers - IEEE World Congress on Computational Intelligence, WCCI 2008, Plenary/Invited Lectures. p. 79-101 23 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5050 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    13 Citations (Scopus)