메뉴 건너뛰기




Volumn 43, Issue 1, 2008, Pages 75-85

Assessment of classification improvement in patients with Alzheimer's disease based on magnetoencephalogram blind source separation

Author keywords

Algorithm for multiple unknown signals extraction (AMUSE); Alzheimer's disease; Blind source separation (BSS); Magnetoencephalogram (MEG); Median frequency; Spectral entropy

Indexed keywords

BLIND SOURCE SEPARATION; DISEASE CONTROL; MAGNETOENCEPHALOGRAPHY; MAGNETOMETERS;

EID: 42749096404     PISSN: 09333657     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.artmed.2008.01.001     Document Type: Article
Times cited : (20)

References (43)
  • 1
    • 0035066332 scopus 로고    scopus 로고
    • Alzheimer's disease: genes, proteins, and therapy
    • Selkoe D.J. Alzheimer's disease: genes, proteins, and therapy. Physiol Rev 81 2 (2001) 741-766
    • (2001) Physiol Rev , vol.81 , Issue.2 , pp. 741-766
    • Selkoe, D.J.1
  • 2
    • 33745027879 scopus 로고    scopus 로고
    • Molecular mechanisms for Alzheimer's disease: implications for neuroimaging and therapeutics
    • Masters C.L., Cappai R., Barnham K.J., and Villemagne V.L. Molecular mechanisms for Alzheimer's disease: implications for neuroimaging and therapeutics. J Neurochem 97 6 (2006) 1700-1725
    • (2006) J Neurochem , vol.97 , Issue.6 , pp. 1700-1725
    • Masters, C.L.1    Cappai, R.2    Barnham, K.J.3    Villemagne, V.L.4
  • 3
    • 0009862036 scopus 로고    scopus 로고
    • Alzheimer's disease and other primary dementias
    • Braunwald E., Fauci A.S., Kasper D.L., Hauser S.L., Longo D.L., and Jameson J.L. (Eds), The McGraw-Hill Companies Inc., New York
    • Bird T.D. Alzheimer's disease and other primary dementias. In: Braunwald E., Fauci A.S., Kasper D.L., Hauser S.L., Longo D.L., and Jameson J.L. (Eds). Harrison's principles of internal medicine (2001), The McGraw-Hill Companies Inc., New York 2391-2399
    • (2001) Harrison's principles of internal medicine , pp. 2391-2399
    • Bird, T.D.1
  • 4
    • 0016823810 scopus 로고
    • Minimental state. A practical method for grading the cognitive state of patients for the clinician
    • Folstein M.F., Folstein S.E., and McHugh P.R. Minimental state. A practical method for grading the cognitive state of patients for the clinician. J Psychiat Res 12 3 (1975) 189-198
    • (1975) J Psychiat Res , vol.12 , Issue.3 , pp. 189-198
    • Folstein, M.F.1    Folstein, S.E.2    McHugh, P.R.3
  • 5
    • 2942616619 scopus 로고    scopus 로고
    • EEG dynamics in patients with Alzheimer's disease
    • Jeong J. EEG dynamics in patients with Alzheimer's disease. Clin Neurophysiol 115 7 (2004) 1490-1505
    • (2004) Clin Neurophysiol , vol.115 , Issue.7 , pp. 1490-1505
    • Jeong, J.1
  • 6
    • 24644505364 scopus 로고    scopus 로고
    • Nonlinear dynamical analysis of EEG and MEG: review of an emerging field
    • Stam C.J. Nonlinear dynamical analysis of EEG and MEG: review of an emerging field. Clin Neurophysiol 116 10 (2005) 2266-2301
    • (2005) Clin Neurophysiol , vol.116 , Issue.10 , pp. 2266-2301
    • Stam, C.J.1
  • 7
    • 7044274663 scopus 로고    scopus 로고
    • Mapping human brain function with MEG and EEG: methods and validation
    • Darvas F., Pantazis D., Kucukaltun-Yildirim E., and Leahy R.M. Mapping human brain function with MEG and EEG: methods and validation. Neuroimage 23 Suppl. 1 (2004) S289-S299
    • (2004) Neuroimage , vol.23 , Issue.SUPPL. 1
    • Darvas, F.1    Pantazis, D.2    Kucukaltun-Yildirim, E.3    Leahy, R.M.4
  • 8
    • 33747130254 scopus 로고    scopus 로고
    • Magnetoencephalography in clinical neurophysiological assessment of human cortical functions
    • Niedermeyer E., and Lopes da Silva F. (Eds), Lippincott Williams & Wilkins, Philadelphia
    • Hari R. Magnetoencephalography in clinical neurophysiological assessment of human cortical functions. In: Niedermeyer E., and Lopes da Silva F. (Eds). Electroencephalography: Basic Principles, Clinical Applications, and Related Fields (2005), Lippincott Williams & Wilkins, Philadelphia 1165-1197
    • (2005) Electroencephalography: Basic Principles, Clinical Applications, and Related Fields , pp. 1165-1197
    • Hari, R.1
  • 9
    • 26244462082 scopus 로고
    • Magnetoencephalography-theory, instrumentation, and applications to noninvasive studies of the working human brain
    • Hämäläinen M., Hari R., Ilmoniemi R.J., Knuutila J., and Lounasmaa O.V. Magnetoencephalography-theory, instrumentation, and applications to noninvasive studies of the working human brain. Rev Mod Phys 65 2 (1993) 413-497
    • (1993) Rev Mod Phys , vol.65 , Issue.2 , pp. 413-497
    • Hämäläinen, M.1    Hari, R.2    Ilmoniemi, R.J.3    Knuutila, J.4    Lounasmaa, O.V.5
  • 12
    • 0034176673 scopus 로고    scopus 로고
    • Magnetoencephalographic analysis of cortical activity in Alzheimer's disease: a pilot study
    • Berendse H.W., Verbunt J.P.A., Scheltens Ph., van Dijk B.W., and Jonkman E.J. Magnetoencephalographic analysis of cortical activity in Alzheimer's disease: a pilot study. Clin Neurophysiol 111 4 (2000) 604-612
    • (2000) Clin Neurophysiol , vol.111 , Issue.4 , pp. 604-612
    • Berendse, H.W.1    Verbunt, J.P.A.2    Scheltens, Ph.3    van Dijk, B.W.4    Jonkman, E.J.5
  • 13
    • 0034622247 scopus 로고    scopus 로고
    • Quantitative electroencephalogram in mild cognitive impairment: longitudinal changes and possible prediction of Alzheimer's disease
    • Jelic V., Johansson S.E., Almkvist O., Shigeta M., Julin P., Nordberg A., et al. Quantitative electroencephalogram in mild cognitive impairment: longitudinal changes and possible prediction of Alzheimer's disease. Neurobiol Aging 21 4 (2000) 533-540
    • (2000) Neurobiol Aging , vol.21 , Issue.4 , pp. 533-540
    • Jelic, V.1    Johansson, S.E.2    Almkvist, O.3    Shigeta, M.4    Julin, P.5    Nordberg, A.6
  • 16
    • 35748952478 scopus 로고    scopus 로고
    • Extraction of spectral based measures from MEG background oscillations in Alzheimer's disease
    • Poza J., Hornero R., Abásolo D., Fernández A., and García M. Extraction of spectral based measures from MEG background oscillations in Alzheimer's disease. Med Eng Phys 29 10 (2007) 1073-1083
    • (2007) Med Eng Phys , vol.29 , Issue.10 , pp. 1073-1083
    • Poza, J.1    Hornero, R.2    Abásolo, D.3    Fernández, A.4    García, M.5
  • 17
    • 32144448333 scopus 로고    scopus 로고
    • Entropy analysis of the EEG background activity in Alzheimer's disease patients
    • Abásolo D., Hornero R., Espino P., Álvarez D., and Poza J. Entropy analysis of the EEG background activity in Alzheimer's disease patients. Physiol Meas 27 3 (2006) 241-253
    • (2006) Physiol Meas , vol.27 , Issue.3 , pp. 241-253
    • Abásolo, D.1    Hornero, R.2    Espino, P.3    Álvarez, D.4    Poza, J.5
  • 19
    • 4344623386 scopus 로고    scopus 로고
    • Cortical entropy changes with general anaesthesia: theory and experiment
    • Sleigh J.W., Steyn-Ross D.A., Grant C., and Ludbrook G. Cortical entropy changes with general anaesthesia: theory and experiment. Physiol Meas 25 4 (2004) 921-934
    • (2004) Physiol Meas , vol.25 , Issue.4 , pp. 921-934
    • Sleigh, J.W.1    Steyn-Ross, D.A.2    Grant, C.3    Ludbrook, G.4
  • 20
    • 34547678070 scopus 로고    scopus 로고
    • Analysis of the magnetoencephalogram background activity in Alzheimer's disease patients with auto-mutual information
    • Gómez C., Hornero R., Abásolo D., Fernández A., and Escudero J. Analysis of the magnetoencephalogram background activity in Alzheimer's disease patients with auto-mutual information. Comput Meth Programs Biomed 87 3 (2007) 239-247
    • (2007) Comput Meth Programs Biomed , vol.87 , Issue.3 , pp. 239-247
    • Gómez, C.1    Hornero, R.2    Abásolo, D.3    Fernández, A.4    Escudero, J.5
  • 22
    • 33747765302 scopus 로고    scopus 로고
    • Complexity analysis of the magnetoencephalogram background activity in Alzheimer's disease patients
    • Gómez C., Hornero R., Abásolo D., Fernández A., and López M. Complexity analysis of the magnetoencephalogram background activity in Alzheimer's disease patients. Med Eng Phys 28 9 (2006) 851-859
    • (2006) Med Eng Phys , vol.28 , Issue.9 , pp. 851-859
    • Gómez, C.1    Hornero, R.2    Abásolo, D.3    Fernández, A.4    López, M.5
  • 23
    • 33846045677 scopus 로고    scopus 로고
    • Analysis of electroencephalograms in Alzheimer's disease patients with multiscale entropy
    • Escudero J., Abásolo D., Hornero R., Espino P., and López M. Analysis of electroencephalograms in Alzheimer's disease patients with multiscale entropy. Physiol Meas 27 11 (2006) 1091-1106
    • (2006) Physiol Meas , vol.27 , Issue.11 , pp. 1091-1106
    • Escudero, J.1    Abásolo, D.2    Hornero, R.3    Espino, P.4    López, M.5
  • 24
    • 0035043372 scopus 로고    scopus 로고
    • Mutual information analysis of the EEG in patients with Alzheimer's disease
    • Jeong J., Gore J.C., and Peterson B.S. Mutual information analysis of the EEG in patients with Alzheimer's disease. Clin Neurophysiol 112 5 (2001) 827-835
    • (2001) Clin Neurophysiol , vol.112 , Issue.5 , pp. 827-835
    • Jeong, J.1    Gore, J.C.2    Peterson, B.S.3
  • 26
    • 24944557162 scopus 로고    scopus 로고
    • Altered generation of spontaneous oscillations in Alzheimer's disease
    • Osipova D., Ahveninen J., Jensen O., Ylikoski A., and Pekkonen E. Altered generation of spontaneous oscillations in Alzheimer's disease. Neuroimage 27 4 (2005) 835-841
    • (2005) Neuroimage , vol.27 , Issue.4 , pp. 835-841
    • Osipova, D.1    Ahveninen, J.2    Jensen, O.3    Ylikoski, A.4    Pekkonen, E.5
  • 27
    • 13844297492 scopus 로고    scopus 로고
    • EEG filtering based on blind source separation (BSS) for early detection of Alzheimer's disease
    • Cichocki A., Shishkin S.L., Musha T., Leonowicz Z., Asada T., and Karachi T. EEG filtering based on blind source separation (BSS) for early detection of Alzheimer's disease. Clin Neurophysiol 116 3 (2005) 729-737
    • (2005) Clin Neurophysiol , vol.116 , Issue.3 , pp. 729-737
    • Cichocki, A.1    Shishkin, S.L.2    Musha, T.3    Leonowicz, Z.4    Asada, T.5    Karachi, T.6
  • 29
    • 18744404816 scopus 로고    scopus 로고
    • Independent component analysis for biomedical signals
    • James C.J., and Hesse C.W. Independent component analysis for biomedical signals. Physiol Meas 26 1 (2005) R15-R39
    • (2005) Physiol Meas , vol.26 , Issue.1
    • James, C.J.1    Hesse, C.W.2
  • 30
    • 0036581545 scopus 로고    scopus 로고
    • Nonlinear dynamics of the EEG separated by independent component analysis after sound and light stimulation
    • Jin S.H., Jeong J., Jeong D.G., Kim D.J., and Kim S.Y. Nonlinear dynamics of the EEG separated by independent component analysis after sound and light stimulation. Biol Cybern 86 5 (2002) 395-401
    • (2002) Biol Cybern , vol.86 , Issue.5 , pp. 395-401
    • Jin, S.H.1    Jeong, J.2    Jeong, D.G.3    Kim, D.J.4    Kim, S.Y.5
  • 31
    • 33744550698 scopus 로고    scopus 로고
    • On the analysis of single versus multiple channels of electromagnetic brain signals
    • James C.J., Gibson O., and Davies M. On the analysis of single versus multiple channels of electromagnetic brain signals. Artif Intell Med 37 2 (2006) 131-143
    • (2006) Artif Intell Med , vol.37 , Issue.2 , pp. 131-143
    • James, C.J.1    Gibson, O.2    Davies, M.3
  • 32
    • 26644440169 scopus 로고    scopus 로고
    • Recovery of correlated neuronal sources from EEG: the good and bad ways of using SOBI
    • Tang A.C., Liu J.Y., and Sutherland M.T. Recovery of correlated neuronal sources from EEG: the good and bad ways of using SOBI. NeuroImage 28 2 (2005) 507-519
    • (2005) NeuroImage , vol.28 , Issue.2 , pp. 507-519
    • Tang, A.C.1    Liu, J.Y.2    Sutherland, M.T.3
  • 33
    • 0036550546 scopus 로고    scopus 로고
    • Blind noise reduction for multisensory signals using ICA and subspace filtering, with application to EEG analysis
    • Vorobyov S., and Cichocki A. Blind noise reduction for multisensory signals using ICA and subspace filtering, with application to EEG analysis. Biol Cybern 86 4 (2002) 293-303
    • (2002) Biol Cybern , vol.86 , Issue.4 , pp. 293-303
    • Vorobyov, S.1    Cichocki, A.2
  • 34
    • 1942472547 scopus 로고    scopus 로고
    • Automatic removal of eye movement and blink artifacts from EEG data using blind component separation
    • Joyce C.A., Gorodnitsky I.F., and Kutas M. Automatic removal of eye movement and blink artifacts from EEG data using blind component separation. Psychophysiology 41 2 (2004) 313-325
    • (2004) Psychophysiology , vol.41 , Issue.2 , pp. 313-325
    • Joyce, C.A.1    Gorodnitsky, I.F.2    Kutas, M.3
  • 35
    • 16244408617 scopus 로고    scopus 로고
    • A method for detection of Alzheimer's disease using ICA-enhanced EEG measurements
    • Melissant C., Ypma A., Frietman E.E.E., and Stam C.J. A method for detection of Alzheimer's disease using ICA-enhanced EEG measurements. Artif Intell Med 33 3 (2005) 209-222
    • (2005) Artif Intell Med , vol.33 , Issue.3 , pp. 209-222
    • Melissant, C.1    Ypma, A.2    Frietman, E.E.E.3    Stam, C.J.4
  • 36
    • 33744979251 scopus 로고    scopus 로고
    • Automatic correction of artefact from single-trial event-related potentials by blind source separation using second order statistics only
    • Ting K.H., Fung P.C.W., Chang C.Q., and Chan F.H.Y. Automatic correction of artefact from single-trial event-related potentials by blind source separation using second order statistics only. Med Eng Phys 28 8 (2006) 780-794
    • (2006) Med Eng Phys , vol.28 , Issue.8 , pp. 780-794
    • Ting, K.H.1    Fung, P.C.W.2    Chang, C.Q.3    Chan, F.H.Y.4
  • 37
    • 0036127261 scopus 로고    scopus 로고
    • Cardiac artifact subspace identification and elimination in cognitive MEG data using time-delayed decorrelation
    • Sander T.H., Wübbeler G., Lueschow A., Curio G., and Trahms L. Cardiac artifact subspace identification and elimination in cognitive MEG data using time-delayed decorrelation. IEEE Trans Biomed Eng 49 4 (2002) 345-354
    • (2002) IEEE Trans Biomed Eng , vol.49 , Issue.4 , pp. 345-354
    • Sander, T.H.1    Wübbeler, G.2    Lueschow, A.3    Curio, G.4    Trahms, L.5
  • 38
    • 35549013731 scopus 로고    scopus 로고
    • Artifact removal in magnetoencephalogram background activity with independent component analysis
    • Escudero J., Hornero R., Abásolo D., Fernández A., and López-Coronado M. Artifact removal in magnetoencephalogram background activity with independent component analysis. IEEE Trans Biomed Eng 54 11 (2007) 1965-1973
    • (2007) IEEE Trans Biomed Eng , vol.54 , Issue.11 , pp. 1965-1973
    • Escudero, J.1    Hornero, R.2    Abásolo, D.3    Fernández, A.4    López-Coronado, M.5
  • 39
    • 0032887366 scopus 로고    scopus 로고
    • Isolation of epileptiform discharges from unaveraged EEG by independent component analysis
    • Kobayashi K., James C.J., Nakatori T., Akiyama T., and Gotman J. Isolation of epileptiform discharges from unaveraged EEG by independent component analysis. Clin Neurophysiol 110 10 (1999) 1755-1763
    • (1999) Clin Neurophysiol , vol.110 , Issue.10 , pp. 1755-1763
    • Kobayashi, K.1    James, C.J.2    Nakatori, T.3    Akiyama, T.4    Gotman, J.5
  • 40
    • 33646174460 scopus 로고    scopus 로고
    • Early detection of Alzheimer's disease by blind source separation and bump modelling of EEG signals
    • Vialatte F., Cichocki A., Dreyfus G., Musha T., and Gervais R. Early detection of Alzheimer's disease by blind source separation and bump modelling of EEG signals. Lect Notes Comput Science 3696 (2005) 683-692
    • (2005) Lect Notes Comput Science , vol.3696 , pp. 683-692
    • Vialatte, F.1    Cichocki, A.2    Dreyfus, G.3    Musha, T.4    Gervais, R.5
  • 41
    • 0021271971 scopus 로고
    • Clinical diagnosis of Alzheimer's disease: report of the NINCDS-ADRDA Work Group under the auspices of Department of Health and Human Services Task Force on Alzheimer's disease
    • McKhann G., Drachman D., Folstein M., Katzman R., Price D., and Stadlan E.M. Clinical diagnosis of Alzheimer's disease: report of the NINCDS-ADRDA Work Group under the auspices of Department of Health and Human Services Task Force on Alzheimer's disease. Neurology 34 7 (1984) 939-944
    • (1984) Neurology , vol.34 , Issue.7 , pp. 939-944
    • McKhann, G.1    Drachman, D.2    Folstein, M.3    Katzman, R.4    Price, D.5    Stadlan, E.M.6
  • 42
    • 0026155673 scopus 로고
    • Indeterminacy and identifiability of blind identification
    • Tong L., Liu R., Soon V.C., and Huang Y.-F. Indeterminacy and identifiability of blind identification. IEEE Trans Circuits Syst 38 5 (1991) 499-509
    • (1991) IEEE Trans Circuits Syst , vol.38 , Issue.5 , pp. 499-509
    • Tong, L.1    Liu, R.2    Soon, V.C.3    Huang, Y.-F.4
  • 43
    • 0027457620 scopus 로고
    • Receiver-operating characteristic (ROC) plots: a fundamental evaluation tool in clinical medicine
    • Zweig M.H., and Campbell G. Receiver-operating characteristic (ROC) plots: a fundamental evaluation tool in clinical medicine. Clin Chem 39 4 (1993) 561-577
    • (1993) Clin Chem , vol.39 , Issue.4 , pp. 561-577
    • Zweig, M.H.1    Campbell, G.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.