Linear discriminant analysis as EEG features reduction technique for brain-computer interfaces;Liniowa analiza dyskryminacyjna jako narzȩdzie redukcji cech sygnału EEG

Przeglad Elektrotechniczny

Volumn 88, Issue 3 A, 2012, Pages 28-30

  Kołodziej, Marcin ^a   Majkowski, Andrzej ^a   Rak, Remigiusz J ^a  

^a WARSAW UNIVERSITY OF TECHNOLOGY   (Poland)

Author keywords

BCI; Brain computer interface; EEG; Feature reduction; Feature selection; LDA; Linear Discriminant Analysis

Indexed keywords

EID: 84857696788     PISSN: 00332097     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (7)

1. Vidal, J.J., Direct brain-computer communication, Ann. Rev. Biophys Bioeng, 2, 1973.
2. Wolpaw J.R., Birbaumer N., Heetderks W. J., Mcfarland D. J, Hunter Peckham P., Schalk G, Donchin E., Quatrano L.A., Robinson C. J, Vaughan T. M, Brain-Computer Interface Technology: A Review ofthe First International Meeting, IEEE Transactions on Rehabilitation Engineering, vol. 8, No. 2, June 2000.
3. Kołodziej M., Majkowski A., Rak R. Matlab FE_Toolbox-an universal utility for feature extraction of EEG signals for BCI realization, Przegla̧d Elektrotechniczny 2010-1.
4. Kantardzic M., " Data Mining: Concepts, Models, Methods, and Algorithms ", IEEE Press & John Wiley, November 2002.
5. Gareis, Ivan E.; Acevedo, Ruben C.; Atum, Yanina V.; Gentiletti, Gerardo G.; Banuelos, Veronica Medina; Rufiner, Hugo L., Determination of an optimal training strategy for a BCI classification task with LDA, Neural Engineering (NER), 2011, Page(s): 286-289
6. Bhattacharyya, S.; Khasnobish, A.; Chatterjee, S.; Konar, A.; Tibarewala, D.N., Performance analysis of LDA, QDA and KNN algorithms in left-right limb movement classification from EEG data. Systems in Medicine and Biology (ICSMB), 2010, Page(s): 126-131
7. Sadeghian, E.B.; Moradi, M.H., Continuous Detection of Motor Imagery in a Four-Class Asynchronous BCI, Engineering in Medicine and Biology Society, 2007. EMBS 2007. 2007, Page(s): 3241-3244