Skip to main content

Comparison of Free Distribution Software for EEG Focal Epileptic Source Localization

  • Conference paper
Book cover Artificial Computation in Biology and Medicine (IWINAC 2015)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 9107))

  • 3157 Accesses

Abstract

The effects of epilepsy in a patient can be significantly reduced with medical treatment. However, in some patients or after some time the anti-epileptic drugs do not take effect, being candidates to surgery. Preliminary studies of the patient are usually limited to EEG and MRI, and the epileptic focus is located using brain imaging algorithms that do not provide enough certainty to the specialist. In this work four of the most widely used free distribution neuroimaging software are tested with real epileptic data (EEGLab, SPM, LORETA, and Cartool), with the objective of illustrating their capabilities for locating the epileptic focus. As a result, a novel methodology for robust estimation that includes the advantages of the four software is proposed.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Adeli, H., Zhou, Z., Dadmehr, N.: Analysis of EEG records in an epileptic patient using wavelet transform. Journal of Neuroscience Methods 123(1), 69–87 (2003)

    Article  Google Scholar 

  2. Brodbeck, V., Spinelli, L., Lascano, A.M., Pollo, C., Schaller, K., Vargas, M.I., Wissmeyer, M., Michel, C.M., Seeck, M.: Electrical source imaging for presurgical focus localization in epilepsy patients with normal mri. Epilepsia 51(4), 583–591 (2010)

    Article  Google Scholar 

  3. Brunet, D., Murray, M.M., Michel, C.M.: Spatiotemporal analysis of multichannel EEG: CARTOOL. Intell. Neuroscience 2011, 2:1–2:15 (2011)

    Google Scholar 

  4. Delorme, A., Makeig, S.: EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics. Journal of Neuroscience Methods 134, 9–21 (2004)

    Article  Google Scholar 

  5. Engel, J.: A greater role for surgical treatment of epilepsy: Why and when? Epilepsy Currents 3(2), 37–40 (2003)

    Article  Google Scholar 

  6. Friston, K., Harrison, L., Daunizeau, J., Kiebel, S., Phillips, C., Trujillo-Barreto, N., Henson, R., Flandin, G., Mattout, J.: Multiple sparse priors for the M/EEG inverse problem. NeuroImage 39, 1104–1120 (2008)

    Article  Google Scholar 

  7. Grech, R., Cassar, T., Muscat, J., Camilleri, K., Fabri, S., Zervakis, M., Xanthopoulos, P., Sakkalis, V., Vanrumste, B.: Review on solving the inverse problem in EEG source analysis. Journal of Neuro Engineering and Rehabilitation 5(1), 25 (2008)

    Article  Google Scholar 

  8. Hyvarinen, A., Oja, E.: Independent component analysis: algorithms and applications. Neural Networks 13, 411–430 (2000)

    Article  Google Scholar 

  9. Lantz, G., Spinelli, L., Seeck, M., de Peralta Menendez, R.G., Sottas, C.C., Michel, C.M.: Propagation of interictal epileptiform activity can lead to erroneous source localizations: a 128-channel eeg mapping study. Journal of Clinical Neurophysiology 20(5), 311–319 (2003)

    Article  Google Scholar 

  10. Litvak, V., Mattout, J., Kiebel, S., Phillips, C., Henson, R., Kilner, J., Barnes, G., Oostenveld, R., Daunizeau, J., Flandin, G., et al.: EEG and MEG data analysis in SPM8. Computational Intelligence and Neuroscience (2011)

    Google Scholar 

  11. Pascual-Marqui, R.: Discrete, 3D distributed linear imaging methods of electric neuronal activity. Tech. rep., The KEY Institute for Brain-Mind Research. University Hospital of Psychiatry (2007)

    Google Scholar 

  12. Grave de Peralta, R., Hauk, O., Gonzalez, S.L.: The neuroelectromagnetic inverse problem and the zero dipole localization error. Intell. Neuroscience 2009, 1–11 (2009)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2015 Springer International Publishing Switzerland

About this paper

Cite this paper

Ossa, A., Borrego, C., Trujillo, M., Lopez, J.D. (2015). Comparison of Free Distribution Software for EEG Focal Epileptic Source Localization. In: Ferrández Vicente, J., Álvarez-Sánchez, J., de la Paz López, F., Toledo-Moreo, F., Adeli, H. (eds) Artificial Computation in Biology and Medicine. IWINAC 2015. Lecture Notes in Computer Science(), vol 9107. Springer, Cham. https://doi.org/10.1007/978-3-319-18914-7_39

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-18914-7_39

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-18913-0

  • Online ISBN: 978-3-319-18914-7

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics