Accuracy of Classification Algorithms Applied to EEG Records from Emotiv EPOC+ Using Their Spectral and Asymmetry Features

  1. Martín-Chinea, Kevin 1
  2. Ortega, Jordan 1
  3. Gómez-González, José Francisco 1
  4. Toledo, Jonay 1
  5. Pereda, Ernesto 1
  6. Acosta, Leopoldo 1
  1. 1 Universidad de La Laguna
    info

    Universidad de La Laguna

    San Cristobal de La Laguna, España

    ROR https://ror.org/01r9z8p25

Libro:
Learning and Analytics in Intelligent Systems

ISSN: 2662-3447 2662-3455

ISBN: 9783030367770 9783030367787

Ano de publicación: 2019

Páxinas: 337-342

Tipo: Capítulo de libro

DOI: 10.1007/978-3-030-36778-7_37 GOOGLE SCHOLAR lock_openAcceso aberto editor

Referencias bibliográficas

  • Martišius, I., Damaševičius, R.: A prototype SSVEP based real time BCI gaming system. Comput. Intell. Neurosci. 2016, 1–15 (2016). https://doi.org/10.1155/2016/3861425
  • Qin, Y., Zhan, Y., Wang, C., et al.: Classifying four-category visual objects using multiple ERP components in single-trial ERP. Cogn. Neurodyn. 10, 275–285 (2016). https://doi.org/10.1007/s11571-016-9378-0
  • Oostenveld, R., Fries, P., Maris, E., Schoffelen, J.M.: FieldTrip: open source software for advanced analysis of MEG, EEG, and invasive electrophysiological data. Comput. Intell. Neurosci. (2011). https://doi.org/10.1155/2011/156869
  • Based, P.: Multitaper spectrum estimation, pp. 1–7 (2004)
  • Lin, Y.P., Wang, C.H., Wu, T.L., et al.: Support vector machine for EEG signal classification during listening to emotional music. In: Proceedings of the 2008 IEEE 10th Work Multimedia Signal Processing, MMSP 2008, pp. 127–130 (2008). https://doi.org/10.1109/MMSP.2008.4665061
  • Lin, Y.P., Wang, C.H., Wu, T.L., et al.: Multilayer perceptron for EEG signal classification during listening to emotional music. In: IEEE Region 10 Annual International Conference Proceedings/TENCON (2007). https://doi.org/10.1109/TENCON.2007.4428831
  • Bai, O., Mari, Z., Vorbach, S., Hallett, M.: Asymmetric spatiotemporal patterns of event-related desynchronization preceding voluntary sequential finger movements: a high-resolution EEG study. Clin. Neurophysiol. 116, 1213–1221 (2005). https://doi.org/10.1016/j.clinph.2005.01.006