Objective selection of EEG late potentials through residual dependence estimation of independent components

Physiological Measurement

Volumn 30, Issue 8, 2009, Pages 779-794

  Milanesi, M ^a,b   James, C J ^b   Martini, N ^c   Menicucci, D ^d,e   Gemignani, A ^c,e   Ghelarducci, B ^c   Landini, L ^c  

^a CNR   (Italy)

^b UNIVERSITY OF SOUTHAMPTON   (United Kingdom)

^c UNIVERSITY OF PISA   (Italy)

^d INSTITUTE OF CLINICAL PHYSIOLOGY   (Italy)

^e SCUOLA SUPERIORE SANT ANNA   (Italy)

Author keywords

Clustering; EEG event related potentials; Independent component analysis

Indexed keywords

ELECTROENCEPHALOGRAPHY; PHYSIOLOGY; TEMPLATE MATCHING;

CLUSTERINGS; ELECTROENCEPHALOGRAPHIC EVENT-RELATED POTENTIAL; EVENT RELATED POTENTIALS; HIERARCHICAL TREE; INDEPENDENT COMPONENTS; INDEPENDENT COMPONENTS ANALYSIS; MUTUAL INFORMATIONS; NOVEL METHODS; PROPERTY; PROXIMITY MEASURE;

INDEPENDENT COMPONENT ANALYSIS;

ARTICLE; CONTROLLED STUDY; DATA ANALYSIS; ELECTRODE; ELECTROENCEPHALOGRAM; EVENT RELATED POTENTIAL; INDEPENDENT COMPONENT ANALYSIS; MEDICAL TECHNOLOGY; MODEL; PERFORMANCE MEASUREMENT SYSTEM; PRIORITY JOURNAL; PSYCHOPHYSIOLOGY; ADOLESCENT; ADULT; ALGORITHM; ELECTROENCEPHALOGRAPHY; EVOKED RESPONSE; HUMAN; MALE; METHODOLOGY; SIGNAL PROCESSING; TIME;

ADOLESCENT; ADULT; ALGORITHMS; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS; HUMANS; MALE; SIGNAL PROCESSING, COMPUTER-ASSISTED; TIME FACTORS; YOUNG ADULT;

EID: 70349783215     PISSN: 09673334     EISSN: 13616579     Source Type: Journal    
DOI: 10.1088/0967-3334/30/8/004     Document Type: Article

References (46)

1. Barros A K, Vigrio R, Jousmäki V and Ohnishi N 2000 Extraction of event-related signals from multichannel bioelectrical measurements IEEE Trans. Biomed. Eng. 47 583-8
2. Choy Y, Fyer A J and Lipsitz J D 2007 Treatment of specific phobia in adults Clin. Psychol. Rev. 27 266-86
3. Dammers J, Schiek M, Boers F, Silex C, Zvyagintsev M, Pietrzyk U and Mathias K 2008 Integration of amplitude and phase statistics for complete artefact removal in independent component of neuromagnetic recordings IEEE Trans. Biomed. Eng. 55 2353-61
4. Davies D and Bouldin D 1979 A cluster separation measure IEEE Trans. Pattern. Rec. Mach. Intell. 1 224-7
5. Donchin E, Ritter W and McCallum C 1978 Brain event-related potential in man Cognitive Psychophysiology: The Endogenous Components of the ERP ed A E Callaway, P Tueting and S H Koslow (New York: Academic) pp 349-441
6. Doyle T E, Kucerovsky Z and Ieta A 2006 Affective state control for neuroprostheses Conf. Proc. IEEE Eng. Med. Biol. Soc pp 1248-51
7. Dunn J 1974 Well separated clusters and optimal fuzzy partitions J. Cybern. 4 95-104
8. Farina D, Févotte C, Doncarli C and Merletti R 2004 Blind separation of linear instantaneous mixtures of nonstationary surface myoelectric signals IEEE Trans. Biomed. Eng. 51 1555-67
9. Hardy T C 2005 Event-Related Potentials (Cambridge, MA: MIT Press)
10. Himberg J, Hyvärinen A and Esposito F 2004 Validating the independent components of neuroimaging time-series via clustering and visualization Neuroimage 22 1214-22
11. Hubert L and Schultz J 1976 Quadratic assignment as a general data-analysis strategy Br. J. Math. Static. Psych. 29 190-214
12. Hyvärinen A 1999 Fast and robust fixed-point algorithms for independent component analysis IEEE Trans. Neural Netw. 10 626-34
13. Hyvarinn A, Karhunen J and Oja E 2001 Independent Component Analysis (New York: Wiley-Interscience)
14. James C J and Gibson O J 2003 Temporally constrained ICA: an application to artefact rejection in electromagnetic brain signal analysis IEEE Trans. Biomed. Eng. 50 1108-16
15. James C J and Hesse C W 2005 Independent component analysis for biomedical signals Physiol. Meas. 26 R15-39
16. Jung T-P, Makeig S, McKewon M J, Bell A J, Lee T-W and Sejnowski T J 2001 Imaging brain dynamics using independent component analysis Proc. IEEE 89 1107-22
17. Jung T-P, Makeig S, Westerfield M, Townsend J, Courchense E and Sejnowski T J 1999 Analyzing and visualizing single-trial event-related potentials Adv. Neur. Inf. Proc. Syst. 11 118-24
18. Kobayashia K, James C J, Nakahoria T, Akiyamaa T and Gotman J 1999 Isolation of epileptiform discharges from unaveraged EEG by independent component analysis Clin. Neurophysiol. 110 1755-63
19. Lang P J 1995 The emotion probe. Studies of motivation and attention Am. Psychol. 50 372-85
20. Lemm S, Curio G, Hlushchuk Y and Müller K-R 2006 Enhancing the signal-to-noise ratio of ICA-based extracted ERPs IEEE Trans. Biomed. Eng. 53 601-7
21. Li Y, Ma Z, Lu W and Li Y 2006 Automatic removal of the eye blink artefact from EEG using an ICA-based template matching approach Physiol. Meas. 27 425-36
22. Makeig S, Jung T-P, Ghahremani D and Sejnowski T J 2000 Independent component analysis of simulated ERP data Human Higher Function I: Advanced Methodologies ed T Nakada (Amsterdam: Elsevier)
23. Makeig S, Westerfield M, Jung T P, Covington J, Townsend J, Sejnowski T J and Courchesne E 1999 Functionally independent components of the late positive event-related potential during visual spatial attention J. Neurosc. 19 2665-80 (Pubitemid 29162415)
24. McKeown M J, Makeig S, Brown G G, Jung T-P, Kindermann S S, Bell A J and Sejnowski T J 1998 Analysis of fMRI data by blind separation into independent spatial components Hum. Brain Mapp. 6 160-88
25. Meyer-Baese A, Wismulluer A and Lange O 2004 Comparison of two exploratory data analysis methods for fMRI: unsupervised clustering versus independent component analysis IEEE Trans. Inf. Technol. Biomed. 8 387-98
26. Milanesi M, James C J, Gemignani A, Menicucci D, Ghelarducci B and Landini L 2007 Residual dependency estimation of independent components applied to EEG event related potentials associated with emotional processing Conf Proc IEEE Eng. Med. Biol. Soc. pp 3860-3
27. Milanesi M, Martini N, Vanello N, Postano V, Santarelli M F and Landini L 2008 Independent component analysis applied to the removal of motion artefacts from electrocardiographic signals Med. Biol. Eng. Comput. 46 251-61
28. Müller K R, Tangermann M, Dornhege G, Krauledat M, Curio G and Blankertz B 2008 Machine learning for real-time single-trial EEG-analysis: from brain-computer interfacing to mental state monitoring J. Neurosci. Methods 167 82-90
29. Naeem N, Brunner C, Leeb R, Graimann B and Pfurtscheller G 2006 Seperability of four-class motor imagery data using independent components analysis J. Neural Eng. 3 208-16
30. Onton J and Makeig S 2006 Information-based modelling of event-related brain dynamics Prog. Brain Res. 159 99-120
31. Punn T, Alecu T, Chanel G, Kronegg J and Voloshynovskiy S 2006 Brain-computer interaction research at the computer vision and multimedia laboratory, University of Geneva IEEE Trans. Neural Syst. Rehabil. Eng. 14 210-3
32. Rieta J J, Castells F, Snchez C, Zarzoso V and Millet J 2004 Atrial activity extraction for atrial fibrillation analysis using blind source separation IEEE Trans. Biomed. Eng 51 1176-86
33. Schupp H T, Cuthbert B N, Bradley M M, Cacioppo J T, Ito T and Lang P J 2000 Affective picture processing: the late positive potential is modulated by motivational relevance Psychophysiol. 37 257-61
34. Schupp H T, Flaisch T, Stockburger J and Junghofer M 2006 Emotion and attention: event-related brain potential studies Prog. Brain Res. 156 31-51
35. Schupp H T, Junghofer M, Weike A I and Hamm A O 2004 The selective processing of briefly presented affective pictures: an ERP analysis Psychophysiology 41 441-9
36. Serby H, Yom-Tov E and Inbar G F 2005 An improved P300-based brain-computer interface IEEE Trans. Neur. Syst. Rehabil. Eng. 13 89-98
37. Sterman M B 1981 EEG biofeedback: physiological behaviour modification Neurosci. Biobehav. Rev. 5 405-12
38. Steuer R, Kurths J, Daub C O, Weise J and Selbig J 2002 The mutual information: detecting and evaluating dependencies between variables Bioinformatics 18 (Suppl. 2) S231-40
39. Stögbauer H, Kraskov A, Astakhov S A and Grassberger P 2004 Least dependent component analysis based on mutual information Phys. Rev. E 70 066123
40. Vigario R, Satela J, Jousmaki V, Hamalainen M and Oja E 2000 Independent component approach to the analysis of EEG and MEG recordings IEEE Trans. Biomed. Eng. 47 589-93
41. Ward H Jr 1963 Hierarchical grouping to optimize an objective function J. Am. Stat. Assoc. 58 236-44
42. Webb A 2002 Statistical Pattern Recognition (New York: Wiley)
43. Wolpaw J R, Birbaumer N, McFarland D J, Pfurtscheller G and Vaughan T M 2002 Brain-computer interfaces for communication and control Clin. Neurophysiol. 113 767-91
44. Xu N, Gao X, Hong B, Miao B, Gao S and Yang F 2004 BCI Competition 2003-data set IIb: enhancing P300 wave detection using ICA-based subspace IEEE Trans. Biomed. Eng. 51 1067-72
45. Zarzoso V and Nandi A K 2001 Noninvasive fetal electrocardiogram extraction: blind separation versus adaptive noise cancellation IEEE Trans. Biomed. Eng. 48 12-8
46. Zhukov L, Weinstein D and Johnson C 2000 Independent component analysis for EEG source localization IEEE Eng. Med. Biol. Mag. 19 87-96