Adapted filter banks for feature extraction in transcranial magnetic stimulation evoked responses

Medical and Biological Engineering and Computing

Volumn 49, Issue 2, 2011, Pages 221-231

  Harris, Arief R ^a   Schwerdtfeger, Karsten ^a   Strauss, Daniel J ^a,b  

^a SAARLAND UNIVERSITY   (Germany)

^b INM LEIBNIZ INSTITUTE FOR NEW MATERIALS   (Germany)

Author keywords

EEG; Feature extraction; Filter banks; Shift invariant; Transcranial magnetic stimulation

Indexed keywords

ADAPTED FILTER BANKS; EEG; EVENT RELATED POTENTIALS; EVOKED RESPONSE; SHAPE ADAPTATION; SHIFT-INVARIANT; SINGLE-PULSE; SUB-BANDS; TIME COURSE; TRANSCRANIAL MAGNETIC STIMULATION; WAVELET PACKET;

ELECTROENCEPHALOGRAPHY; FEATURE EXTRACTION; FILTER BANKS; TEACHING; WAVELET DECOMPOSITION;

FUNCTIONAL ELECTRIC STIMULATION;

ADULT; ALGORITHM; ARTICLE; BRAIN; ELECTROENCEPHALOGRAPHY; EVOKED RESPONSE; FEMALE; HUMAN; MALE; METHODOLOGY; PHYSIOLOGY; SIGNAL PROCESSING; TRANSCRANIAL MAGNETIC STIMULATION;

ADULT; ALGORITHMS; BRAIN; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS; FEMALE; HUMANS; MALE; SIGNAL PROCESSING, COMPUTER-ASSISTED; TRANSCRANIAL MAGNETIC STIMULATION; YOUNG ADULT;

EID: 79952627717     PISSN: 01400118     EISSN: None     Source Type: Journal    
DOI: 10.1007/s11517-010-0726-7     Document Type: Article

References (41)

1. P Ataee A Yazdani S Setarehdan HA Noubari 2007 Manifold learning applied on eeg signal of the epileptic patients for detection of normal and pre-seizure states Conf Proc IEEE Eng Med Biol Soc 2007 5489 5492 1:STN:280: DC%2BD2snnvFensw%3D%3D 18003254
2. Barbarossa S, Parodi L (1995) Tree-structured wavelet decomposition based on the maximization of fisher's distance. In: Proceedings of the IEEE international conference on acoustics, speech, and signal processing, vol 4. pp 2523-2526
3. AT Barker IL Freeston R Jalinous JA Jarratt 1987 Magnetic stimulation of the human brain and peripheral nervous system: an introduction and result of an initial clinical evaluation Neurosurgery 20 100 109 1:STN:280: DyaL2s7hs1anuw%3D%3D 10.1097/00006123-198701000-00024 3808249
4. D Begic M Mahnik-Milos J Grubisin 2009 Eeg characteristics in depression, "negative" and "positive" schizophrena Psychiatr Danub 21 4 579 584 19935497
5. C Besthorn R Zerfass C GeigerKabisch H Sattel S Daniel U SchreiterGasser H Forstl 1997 Discrimination of alzheimer's disease and normal aging by eeg data Electroencephalogr Clin Neurophysiol 103 2 241 248 1:STN:280: DyaK2svitlKrtw%3D%3D 10.1016/S0013-4694(97)96562-7 9277627 (Pubitemid 27351619)
6. Beylkin G (1992) On the representation of operators in bases of compactly supported wavelets. In: SIAM journal of numeric analysis, vol 6, pp 1716-1740 (Pubitemid 23606068)
7. Cohen I, Raz S, Malah D (1995) Shift invariant wavelet packet bases. In: IEEE Proceedings of international conference on acoustics, speech, signal processing, Detroit, MI, vol 4, pp 1080-1084
8. Coifman RR, Donoho D (1995) Translation invariant de-noising. In: Antoniadis A (ed) Wavelet in statistics, lecture notes. Springer Verlag, New York, pp 125-150
9. RR Coifman MV Wickerhauser 1992 Entropy based algorithms for best basis selection IEEE Trans Inf Theory 32 712 718
10. Z Cvetković M Vetterli 1998 Oversampled filter banks IEEE Trans Signal Process 46 1245 1255 10.1109/78.668788 (Pubitemid 128743864)
11. M D'Alessandro G Vachtsevanos R Esteller J Echauz S Cranstoun G Worrell L Parish B Litt 2005 A multi-feature and multi-channel univariate selection process for seizure prediction Clin Neurophysiol 116 3 506 516 10.1016/j.clinph.2004.11.014 15721064 (Pubitemid 40249818)
12. Daubechies I (1992) Ten lectures on wavelets. SIAM, Philadelphia, PA
13. W Delb DJ Strauss KP Plinkert 2004 A time-frequency feature extraction scheme for the automated detection of binaural interaction in auditory brainstem responses Int J Audiol 43 69 78 10.1080/14992020400050012 15035559 (Pubitemid 38295487)
14. Fukunaga K (1990) Introduction to statistical pattern recognition. Academic Press, NY
15. C Guger A Schlogl C Neuper D Walterspacher T Strein G Pfurtscheller 2001 Rapid prototyping of an eeg-based brain-computer interface (bci) IEEE Trans Neural Syst Rehabil Eng 9 1 49 58 1:STN:280:DC%2BD38%2FisVKntw%3D%3D 10.1109/7333.918276 11482363 (Pubitemid 32721116)
16. UHL Haeusler W Lutzenberger N Birbaumer 1995 Simultaneous recording of slow brain potentials and transcranial magnetic stimulation of hand area in human motor cortex Neurosci Lett 200 183 186 1:CAS:528:DyaK28XjsVKksw%3D%3D 10.1016/0304-3940(95)12107-F
17. S Halder M Rea R Andreoni F Nijboer EM Hammer SC Kleih N Birbaumer A Kubler 2010 An auditory oddball brain-computer interface for binary choices Clin Neurophysiol 121 4 516 523 1:STN:280:DC%2BC3c7nvFChtA%3D%3D 10.1016/j.clinph.2009.11.087 20093075
18. Harris AR, Schwerdtfeger K, Luszpinski M, Sandvoss G, Strauss DJ (2007) Adaptive time-scale feature extraction in electroencephalographic responses to transcranial magnetic stimulation. In: Proceedings of 29th annual international conference of the IEEE EMBS 2007, pp 2835-2838
19. Harris AR, Schwerdtfeger K, Strauss DJ (2008) Shift-invariant wavelet features extraction for eeg evoked responses. In: Proceedings of 30th annual international conference of the IEEE EMBS 2008
20. KE Hild SS Nagarajan 2009 Source localization of eeg/meg data by correlating columns of ica and lead field matrices IEEE Trans Biomed Eng 56 11 2619 2626 10.1109/TBME.2009.2028615 19695993
21. RJ Ilmoniemi D Kicic 2010 Methodology for combined tms and eeg Brain Topogr 22 4 233 248 10.1007/s10548-009-0123-4 20012350
22. EM Khedr MA Ahmed N Fathy JC Rothwell 2005 Therapeutic trial of repetitive transcranial magnetic stimulation after acute ischemic stroke Neurology 65 3 466 468 10.1212/01.wnl.0000173067.84247.36 16087918 (Pubitemid 41099816)
23. EM Khedr JC Rothwell OA Shawky MA Ahmed A Hamdy 2006 Effect of daily repetitive transcranial magnetic stimulation on motor performance in parkinson's disease Mov Disord 21 12 2201 2205 10.1002/mds.21089 17219616 (Pubitemid 46140437)
24. NG Kingsbury 2001 Complex wavelets for shift invariant analysis and filtering of signals J Appl Comput Harmonic Anal 10 234 253 10.1006/acha.2000. 0343 (Pubitemid 33675919)
25. C Lehmann T Koenig V Jelic L Prichep RE John LO Wahlund Y Dodge T Dierks 2007 Application and comparison of classification algorithms for recognition of alzheimer's disease in electrical brain activity (eeg) J Neurosci Methods 161 2 342 350 10.1016/j.jneumeth.2006.10.023 17156848 (Pubitemid 46466939)
26. J Liang TW Parks 1996 A translation-invariant wavelet representation algorithm with applications IEEE Trans Signal Process 44 225 232 10.1109/78.485919 (Pubitemid 126776428)
27. Low YF, Trenado C, Delb W, Corona-Strauss FI, Strauss DJ (2007) The role of attention in the tinnitus decompensation: reinforcement of a large-scale neural decompensation measure. In: Proceedings of the 29th annual international conference of the IEEE EMBS, Lyon, France, pp 2485-2488
28. Neumann J (2004) Adaptive conjoint wavelet-support vector classifiers. PhD thesis, University of Mannheim, Mannheim, Germany
29. JC Pesquet H Krim H Carfantan 1996 Time-invariant orthonormal wavelet representations IEEE Trans Signal Process 44 1964 1970 10.1109/78.533717 (Pubitemid 126778017)
30. H Ramoser J Müller-Gerking G Pfurtscheller 2000 Optimal spatial filtering of single trial eeg during imagined hand movement IEEE Trans Rehabil Eng 8 441 446 1:STN:280:DC%2BD3M7pt1Chtw%3D%3D 10.1109/86.895946 11204034 (Pubitemid 32178931)
31. N Saito RR Coifman 1995 Local discriminant bases and their applications J Math Imaging Vis 4 337 358 10.1007/BF01250288
32. G Santhanam SI Ryu BM Yu A Afshar KV Shenoy 2006 A high-performance brain-computer interface Nature 442 7099 195 198 1:CAS:528:DC%2BD28XmvFahu7c%3D 10.1038/nature04968 16838020 (Pubitemid 44086565)
33. EP Simoncelli WT Freeman EH Adelson DJ Hegger 1992 Shiftable multiscale transforms IEEE Trans Inf Theory 38 587 608 10.1109/18.119725
34. Sole-Casals J, Vialatte F, Chen Z, Cichocki A (2008) Investigation of ica algorithms for feature extraction of eeg signals in discrimination of alzheimer disease. In: Biosignals 2008: proceedings of the first international conference on bio-inspired systems and signal processing, vol 1, pp 232-235
35. Strang G, Nguyen T (1996) Wavelets and filter banks. Wellesley-Cambridge Press, Wellesley, MA
36. DJ Strauss G Steidl W Delb 2003 Feature extraction by shape-adapted local discriminant bases Signal Process 83 359 376 10.1016/S0165-1684(02)00420-6 (Pubitemid 35460276)
37. A Subasi 2007 Application of adaptive neuro-fuzzy inference system for epileptic seizure detection using wavelet feature extraction Comput Biol Med 37 2 227 244 10.1016/j.compbiomed.2005.12.003 16480706 (Pubitemid 44909087)
38. C Taswell 1996 Satisficing search algorithms for selecting near-best bases in adaptive tree-structured wavelet transform IEEE Trans Signal Process 44 2423 2438 10.1109/78.539028 (Pubitemid 126776546)
39. A Tzallas M Tsipouras D Fotiadis 2009 Epileptic seizure detection in electroencephalograms using time-frequency analysis IEEE Trans Inf Technol Biomed 13 5 703 710 10.1109/TITB.2009.2017939 19304486
40. ED Ubeyli D Cvetkovic I Cosic 2008 Ar spectral analysis technique for human ppg, ecg and eeg signals J Med Syst 32 3 201 206 10.1007/s10916-007-9123-7 18444356
41. Vaidyanathan PP (1993) Multirate systems and filter banks. Prentice Hall, Englewood Cliffs, NJ