Independent component analysis for identification of artifacts in magnetoencephalographic recordings

Advances in Neural Information Processing Systems

Volumn , Issue , 1998, Pages 229-235

  Vigário, Ricardo ^a   Jousmäki, Veikko ^a   Hamäläinen, Matti ^a   Hari, Riitta ^a   Oja, Erkki ^a  

^a AALTO UNIVERSITY   (Finland)

Author keywords

[No Author keywords available]

Indexed keywords

AMPLITUDE DISTRIBUTIONS; DIGITAL WATCHES; INDEPENDENT COMPONENT ANALYSIS(ICA); MAGNETICALLY SHIELDED ROOM; PERIODICAL SIGNALS; SACCADIC EYE MOVEMENTS; STATISTICAL TECHNIQUES;

INDEPENDENT COMPONENT ANALYSIS;

EID: 84898962644     PISSN: 10495258     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (12)

1. Berg, P. and M. Scherg (1994). A multiple source approach to the correction of eye artifacts. Electroenceph. clin. Neurophysioi 90, 229-241.
2. Comon, P. (1994). Independent component analysis - A new concept? Signal Processing 36, 287-314.
3. Hamalainen, M., R. Hari, R. Ilmoniemi, J. Knuutila, and O. V. Lounasmaa (1993, April). Magnetoencephalography-theory, instrumentation, and applications to noninvasive studies of the working human brain. Reviews of Modern Physics 65{2), 413-497.
4. Hari, R. (1993). Magnetoencephalography as a tool of clinical neurophysiology. In E. Niedermeyer and F. L. da Silva (Eds.), Electroencephalography, : Basic principles, clinical applications, and related fields, pp. 1035-1061. Baltimore: Williams & Wilkins.
5. Hyvarinen, A. and E. Oja (1997a). A fast fixed-point algorithm for independent component analysis. Neural Computation (9), 1483-1492.
6. Hyvarinen, A. and E. Oja (1997b). One-unit learning rules for independent component analysis. In Neural Information Processing Systems 9 (Proc. NIPS '96). MIT Press.
7. Jousmäki, V. and R. Hari (1996). Cardiac artifacts in magnetoencephalogram. Journal of Clinical Neurophysiology 13(2), 172-176.
8. Jung, T.-P., C. Humphries, T.-W. Lee, S. Makeig, M. J. McKeown, V. Iragui, and T. Sejnowski (1998). Extended ica removes artifacts from electroencephalographic recordings. In Neural Information Processing Systems 10 (Proc. NIPS'97). MIT Press.
9. Jutten, C. and J. Herault (1991). Blind separation of sources, part i: An adaptive algorithm based on neuromimetic architecture. Signal Processing 24, 1-10.
10. Karhunen, J., E. Oja, L. Wang, R. Vigario, and J. Joutsensalo (1997). A class of neural networks for independent component analysis. IEEE Trans. Neural Networks 8(3), 1-19.
11. Vigario, R. (1997a). WWW adress for the MEG data: http://nucleus.hut.fi/ rvigario/NIPS97-data.html.
12. Vigario, R. (1997b). Extraction of ocular artifacts from eeg using independent component analysis. To appear in Electroenceph. clin. Neurophysiol.