EEG windowed statistical wavelet scoring for evaluation and discrimination of muscular artifacts

Physiological Measurement

Volumn 29, Issue 12, 2008, Pages 1435-1452

  Vialatte, François Benoit ^a   Solé Casals, Jordi ^b   Cichocki, Andrzej ^a  

^a RIKEN BRAIN SCIENCE INSTITUTE   (Japan)

^b UNIVERSITY OF VIC CENTRAL UNIVERSITY OF CATALONIA   (Spain)

Author keywords

Artifact; Bioelectric potentials; Electroencephalography; Noise; Signal analysis; Signal processing; Wavelet transforms

Indexed keywords

BIOELECTRIC POTENTIALS; BIOMEDICAL SIGNAL PROCESSING; ELECTROENCEPHALOGRAPHY; ELECTROPHYSIOLOGY; INDEPENDENT COMPONENT ANALYSIS; SIGNAL ANALYSIS;

ARTIFACT; ARTIFACT DETECTION; AUTOMATIC CLEANING; EEG RECORDING; ERROR PRONES; HUMAN EEG; NOISE; SIGNAL-PROCESSING; SIGNALS ANALYSIS; WAVELETS TRANSFORM;

WAVELET TRANSFORMS;

ARTICLE; ARTIFACT REDUCTION; CONTROLLED STUDY; ELECTROENCEPHALOGRAM; EVOKED RESPONSE; HUMAN; HUMAN EXPERIMENT; INTERMETHOD COMPARISON; MUSCLE CONTRACTION; PRIORITY JOURNAL; SENSITIVITY AND SPECIFICITY; SPECTRAL SENSITIVITY; TIME SERIES ANALYSIS; WAVEFORM; ALGORITHM; ARTIFACT; AUTOMATION; ELECTROENCEPHALOGRAPHY; FACTUAL DATABASE; FOURIER ANALYSIS; PHYSIOLOGY; SKELETAL MUSCLE; STATISTICAL ANALYSIS; STATISTICS;

ALGORITHMS; ARTIFACTS; AUTOMATION; DATA INTERPRETATION, STATISTICAL; DATABASES, FACTUAL; ELECTROENCEPHALOGRAPHY; FOURIER ANALYSIS; HUMANS; MUSCLE, SKELETAL;

EID: 59449102545     PISSN: 09673334     EISSN: 13616579     Source Type: Journal    
DOI: 10.1088/0967-3334/29/12/007     Document Type: Article

References (39)

1. Anderer P et al 1999 Artifact processing in computerized analysis of sleep EEG-a review Neuropsychobiology 40 150-7 (Pubitemid 29435739)
2. Barlow J 1993 The Electroencephalogram: Its Patterns and Origins (Cambridge, MA: MIT Press)
3. Baar E 1980 EEG-Brain Dynamics: Relation Between EEG and Brain Evoked Potentials (Amsterdam: Elsevier)
4. Baar E, Demilrap T, Schürmann M, Baar-Eroglu C and Ademoglu A 1999 Oscillatory brain dynamics, wavelet analysis, and cognition Brain Lang. 66 146-83 (Pubitemid 29369336)
5. Benbadis S and Rielo D 2005 EEG artifacts emedicine http://www.emedicine. com
6. Benjamini Y 1988 Opening the box of a boxplot Am. Stat. 42 257-62
7. Brown G, Yamada S and Sejnowski T 2001 Independent component analysis at the neural cocktail party Trends Neurosci. 24 54-63 (Pubitemid 32332897)
8. Browne M and Cutmore T R H 2004 Low-probability event-detection and separation via statistical wavelet thresholding: an application to psychophysiological denoising Clin. Neurophysiol. 113 1403-11
9. Caplan J B, Madsen J R, Raghavachari S and Kahana M J 2001 Distinct patterns of brain oscillations underlie two basic parameters of human maze learning J. Neurophysiol. 86 368-80 (Pubitemid 32623241)
10. Cichocki A and Amari S 2002 Adaptive Blind Signal and Image Processing: Learning Algorithms and Applications (New York: Wiley)
11. Delorme A, Makeig S and Sejnowski T 2001 Rejection for EEG data using high-order statistics and independent component analysis Proc. 3rd Int. Conf. on Independant Component Analysis and Signal Separation (ICA 2001) (San Diego, CA)
12. Delorme A, Sejnowski T and Makeig S 2007 Enhanced detection of artifacts in EEG data using higher-order statistics and independent component analysis Neuroimage 34 1443-9 (Pubitemid 46187079)
13. Durka P, Klekowicz H, Cieślak-Blinowska K, Szelenberger W and Niemcewicz S 2003 A simple system for detection of EEG artifacts in polysomnographic recordings IEEE J. Biomed. Eng. 50 526-8 (Pubitemid 36438232)
14. Düzel E, Habib R, Schott B, Schoenfeld A, Lobaugh N, McIntosh A R, Scholz M and Heinze H J 2003 A multivariate, spatiotemporal analysis of electromagnetic time-frequency data of recognition memory Neuroimage 18 185-97 (Pubitemid 36269132)
15. Effern A, Lehnertz K, Schreiber T, David P and Elger C 2000 Nonlinear denoising of transient signals with application to event related potentials Physica D 140 257-66 (Pubitemid 30860766)
16. Freeman W, Holmes M, Burke B and Vanhatalo S 2003 Spatial spectra of scalp EEG and EMG from awake humans Clin. Neurophysiol. 114 1053-68 (Pubitemid 36694762)
17. Ille N, Berg P and Scherg M 2002 Artifact correction of the ongoing EEG using spatial filters based on artifact and brain signal topographies J. Clin. Neurophysiol. 19 113-24 (Pubitemid 34538845)
18. Jung T, Makeig S, Humphries C, Lee T, McKeown M, Iragui V and Sejnowski T 2000 Removing electroencephalographic artifacts by blind source separation Psychophysiology 37 163-78 (Pubitemid 30140282)
19. Kronland-Martinet R, Morlet J and Grossmann A 1988 Analysis of sound patterns through wavelet transforms Int. J. Pattern Recognit. Artif. Intell. 1 273-301
20. Ksieyk R, Blinowska K, Durka P, Szelenberger W and Androsiuk W 1998 Neural networks with wavelet preprocessing in EEG artifact recognition Proc. Medicon'98 Conf. (Lemesos, Cyprus)
21. LeVan P, Urrestarazu E and Gotman J 2006 A system for automatic artifact removal in ictal scalp EEG based on independent component analysis and Bayesian classification Clin. Neurophysiol. 117 912-27
22. Li X, Yao X, Fox J and Jefferys J 2007 Interaction dynamics of neuronal oscillations analysed using wavelet transforms J. Neurosci. Methods 160 178-85 (Pubitemid 46123560)
23. Makeig S, Bell A, Jung T and Sejnowski T 1996 Independent component analysis of electroencephalographic data Advances in Neural Information Processing Systems vol 8 ed D Touretzky, M Mozer and M Haselmo (Cambridge, MA: MIT Press) pp 145-51
24. Mallat S 1997 A Wavelet Tour of Signal Processing (London: AP Professional)
25. Moretti D, Babiloni F, Carducci F, Cincotti F, Remondini E, Rossini P, Salinari S and Babiloni C 2003 Computerized processing of EEG-EOG-EMG artifacts for multicentric studies in EEG oscillations and event-related potentials Int. J. Psychophysiol. 47 199-216 (Pubitemid 36344134)
26. Norman R G, Pal I, Stewart C, Walsleben J A and Rapoport D M 2000 Interobserver agreement among sleep scorers from different centers in a large dataset Sleep 23 901-8 (Pubitemid 30828655)
27. Quiroga R Q, Sakowitz O, Baar E and Schurmann M 2001 Wavelet transform in the analysis of the frequency composition of evoked potentials Brain Res. Protocols 8 16-24 (Pubitemid 32777874)
28. Slobounov S, Hallett M, Cao C and Newell K 2008 Modulation of cortical activity as a result of voluntary postural sway direction: an EEG study Neurosci. Lett. 442 309-13
29. Stecker M 2002 The effects of automatic artifact rejection on evoked potential recordings Comput. Biol. Med. 32 247-59 (Pubitemid 34266921)
30. Tallon-Baudry C, Bertrand O, Delpuech C and Pernier J 1996 Stimulus specificity of phase-locked and non-phase-locked 40 Hz visual responses in human J. Neurosci. 16 4240-9 (Pubitemid 26192419)
31. Tang A, Sutherland M and McKinney C 2004 Validation of SOBI components from high-density EEG Neuroimage 25 539-53
32. van de Velde M 2000 Signal validation in electroencephalography research PhD Thesis Technische Universiteit Eindhoven, The Netherlands
33. van de Velde M, van Erp G and Cluitmans P J M 1998 Detection of muscle artefact in the normal human awake EEG Electroencephalogr. Clin. Neurophysiol. 107 149-58 (Pubitemid 28396646)
34. Vialatte F, Solé-Casals J and Cichocki A 2007 EEG windowed statistical wavelet deviation for estimation of muscular artifacts Proc. IEEE 32nd Int. Conf. on Acoustics, Speech, and Signal Processing (ICASSP'07) (Honolulu, USA) vol 4 pp 1161-4
35. Wallstrom G, Kass R, Miller A, Cohn J and Fox N 2004 Automatic correction of ocular artifacts in the EEG Int. J. Psychophysiol. 53 105-19
36. Whitham E et al 2007 Scalp electrical recording during paralysis: quantitative evidence that EEG frequencies above 20 Hz are contaminated by EMG Clin. Neurophysiol. 118 1877-88 (Pubitemid 47031703)
37. Worrell G, Parish L, Cranstoun S L P, Jonas R, Baltuch G and Litt B 2004 High-frequency oscillations and seizure generation in neocortical epilepsy Brain 127 1496-506 (Pubitemid 38899403)
38. Zikov T, Bibian S, Dumont G A and Huzmezan M 2002 A wavelet based de-noising technique for ocular artifact correction of the electroencephalogram Proc. IEEE 24th Int. Conf. on Engineering in Medicine and Biology Society (EMBS'02) (Houston, TX) pp 109-16
39. Zimmermann R and Scharein E 2004 MEG and EEG show different sensitivity to myogenic artifacts Neurol. Clin. Neurophysiol. 78