메뉴 건너뛰기




Volumn 17, Issue 6, 1999, Pages 795-815

Principal component analysis of the dynamic response measured by fMRI: A generalized linear systems framework

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; HEMODYNAMICS; LINEAR SYSTEM; NERVE POTENTIAL; NIGRONEOSTRIATAL SYSTEM; NUCLEAR MAGNETIC RESONANCE IMAGING; POSITRON EMISSION TOMOGRAPHY; PRINCIPAL COMPONENT ANALYSIS; PRIORITY JOURNAL;

EID: 0032986174     PISSN: 0730725X     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0730-725X(99)00028-4     Document Type: Article
Times cited : (204)

References (87)
  • 1
    • 0021781489 scopus 로고
    • The statistical interaction of cerebral specialization and integration in the interpretation of dynamic brain images
    • Clark C.M., Kessler R., Margolin R. The statistical interaction of cerebral specialization and integration in the interpretation of dynamic brain images. Brain Cognition. 4:1985;7-12.
    • (1985) Brain Cognition , vol.4 , pp. 7-12
    • Clark, C.M.1    Kessler, R.2    Margolin, R.3
  • 2
    • 0025969753 scopus 로고
    • A regional covariance approach to the analysis of functional patterns in positron emission tomographic data
    • Moeller J.R., Strother S.C. A regional covariance approach to the analysis of functional patterns in positron emission tomographic data. J. Cereb. Blood Flow Metab. 11:1991;A121-A135.
    • (1991) J. Cereb. Blood Flow Metab. , vol.11
    • Moeller, J.R.1    Strother, S.C.2
  • 6
    • 0032005769 scopus 로고    scopus 로고
    • Quantification in functional magnetic resonance imaging: Fuzzy clustering vs. correlation analysis
    • Baumgartner R., Windischberger C., Moser E. Quantification in functional magnetic resonance imaging Fuzzy clustering vs. correlation analysis . Magn. Reson. Imaging. 16:1998;115-125.
    • (1998) Magn. Reson. Imaging , vol.16 , pp. 115-125
    • Baumgartner, R.1    Windischberger, C.2    Moser, E.3
  • 7
    • 0028961322 scopus 로고
    • Principal component analysis, variance partitioning, and "functional connectivity"
    • Strother S.C., Kanno I., Rottenberg D.A. Principal component analysis, variance partitioning, and "functional connectivity" J. Cereb. Blood Flow Metab. 15:1995;353-360.
    • (1995) J. Cereb. Blood Flow Metab. , vol.15 , pp. 353-360
    • Strother, S.C.1    Kanno, I.2    Rottenberg, D.A.3
  • 8
    • 0027138523 scopus 로고
    • Time-dependent changes in effective connectivity measured with PET
    • Friston K.J., Frith C.D., Frackowiak R.S.J. Time-dependent changes in effective connectivity measured with PET. Hum. Brain Mapping. 1:1993;69-80.
    • (1993) Hum. Brain Mapping , vol.1 , pp. 69-80
    • Friston, K.J.1    Frith, C.D.2    Frackowiak, R.S.J.3
  • 9
    • 0004160861 scopus 로고
    • Causation, regression, and path analysis
    • O. Kempthorne, T.A. Bancroft, J.W. Gowen, & J.L. Lush. Ames, Iowa: The Iowa State College Press
    • Tukey J.W. Causation, regression, and path analysis. Kempthorne O., Bancroft T.A., Gowen J.W., Lush J.L. Statistics and Mathematics in Biology. 1954;35-66 The Iowa State College Press, Ames, Iowa.
    • (1954) Statistics and Mathematics in Biology , pp. 35-66
    • Tukey, J.W.1
  • 11
    • 0019592047 scopus 로고
    • Signal processing in evoked potential research: Averaging and Modeling
    • Aunon J.I., McGillem C.D., Childers D.G. Signal processing in evoked potential research Averaging and Modeling . Crit. Rev. Bioengng. 5:1981;323-367.
    • (1981) Crit. Rev. Bioengng. , vol.5 , pp. 323-367
    • Aunon, J.I.1    McGillem, C.D.2    Childers, D.G.3
  • 12
    • 0029281625 scopus 로고
    • EP component identification and measurement by principal components analysis
    • Chapman R.M., McCrary J.W. EP component identification and measurement by principal components analysis. Brain Cognition. 27:1995;288-310.
    • (1995) Brain Cognition , vol.27 , pp. 288-310
    • Chapman, R.M.1    McCrary, J.W.2
  • 13
    • 0010322311 scopus 로고    scopus 로고
    • Fuzzy Clustering Versus Principal Component Analysis of fMRI
    • Scarth, G.; Somorjai, R.L. Fuzzy Clustering Versus Principal Component Analysis of fMRI. Proc. ISMRM 4th Ann. Mtg. 3:1782; 1996.
    • (1996) Proc. ISMRM 4th Ann. Mtg. , vol.3 , pp. 1782
    • Scarth, G.1    Somorjai, R.L.2
  • 14
    • 0029902096 scopus 로고    scopus 로고
    • Quantification of intensity variations in functional MR images using rotated principal components
    • Backfrieder W., Baumgartner R., Samal M., Moser E., Bergman H. Quantification of intensity variations in functional MR images using rotated principal components. Phys. Med. Biol. 41:1996;1425-1438.
    • (1996) Phys. Med. Biol. , vol.41 , pp. 1425-1438
    • Backfrieder, W.1    Baumgartner, R.2    Samal, M.3    Moser, E.4    Bergman, H.5
  • 15
    • 0016102310 scopus 로고
    • A projection pursuit algorithm for exploratory data analysis
    • Friedman J.E., Tukey J.W. A projection pursuit algorithm for exploratory data analysis. IEEE Trans. Comput. 9:1974;881-890.
    • (1974) IEEE Trans. Comput. , vol.9 , pp. 881-890
    • Friedman, J.E.1    Tukey, J.W.2
  • 16
    • 0000263797 scopus 로고
    • Projection pursuit
    • Huber P.J. Projection pursuit. Ann. Statistics. 13:1985;435-475.
    • (1985) Ann. Statistics , vol.13 , pp. 435-475
    • Huber, P.J.1
  • 18
    • 0026781154 scopus 로고
    • A three-dimensional statistical analysis for CBF activation studies in human brain
    • Worsley K.J., Evans A.C., Marrett S., Neelin P. A three-dimensional statistical analysis for CBF activation studies in human brain. J. Cereb. Blood Flow Metab. 12:1992;900-918.
    • (1992) J. Cereb. Blood Flow Metab. , vol.12 , pp. 900-918
    • Worsley, K.J.1    Evans, A.C.2    Marrett, S.3    Neelin, P.4
  • 19
    • 0028946011 scopus 로고
    • Improved assessment of significant activation in functional magnetic resonance imaging (fMRI): Use of a cluster-size threshold
    • Forman S.D., Cohen J.D., Fitzgerald M., Eddy W.F., Mintum M.A., Noll D.C. Improved assessment of significant activation in functional magnetic resonance imaging (fMRI) Use of a cluster-size threshold . Magn. Reson. Med. 33:1995;636-647.
    • (1995) Magn. Reson. Med. , vol.33 , pp. 636-647
    • Forman, S.D.1    Cohen, J.D.2    Fitzgerald, M.3    Eddy, W.F.4    Mintum, M.A.5    Noll, D.C.6
  • 21
    • 0026031536 scopus 로고
    • Statistical analysis of functional neuroimaging data: Exploratory versus inferential methods
    • Pawlik G. Statistical analysis of functional neuroimaging data Exploratory versus inferential methods . J. Cereb. Blood Flow Metab. 11:1991;A136-A139.
    • (1991) J. Cereb. Blood Flow Metab. , vol.11
    • Pawlik, G.1
  • 23
    • 0000325341 scopus 로고
    • On lines and planes of closest fit to systems of points in space
    • Pearson K. On lines and planes of closest fit to systems of points in space. Phil. Mag. Ser. B. 2:1901;559-572.
    • (1901) Phil. Mag. Ser. B , vol.2 , pp. 559-572
    • Pearson, K.1
  • 24
    • 58149421595 scopus 로고
    • Analysis of a complex of statistical variables into principal components
    • and 498-520;
    • Hotelling, H. Analysis of a complex of statistical variables into principal components. J. Educ. Psychology 24:417-441 and 498-520; 1933.
    • (1933) J. Educ. Psychology , vol.24 , pp. 417-441
    • Hotelling, H.1
  • 28
    • 0027275316 scopus 로고
    • Review of MR image segmentation techniques using pattern recognition
    • Bezdek J.C., Hall L.O., Clarke L.P. Review of MR image segmentation techniques using pattern recognition. Med. Physics. 20:1993;1033-1048.
    • (1993) Med. Physics , vol.20 , pp. 1033-1048
    • Bezdek, J.C.1    Hall, L.O.2    Clarke, L.P.3
  • 30
    • 0015673590 scopus 로고
    • Information extraction, SNR improvement, and data compression in multispectral imagery
    • Ready P., Wintz P. Information extraction, SNR improvement, and data compression in multispectral imagery. IEEE Trans. Comm. 21:1973;1123-1131.
    • (1973) IEEE Trans. Comm. , vol.21 , pp. 1123-1131
    • Ready, P.1    Wintz, P.2
  • 32
    • 0029301847 scopus 로고
    • Statistical parametric mapping: Ontology and current issues
    • Friston K.J. Statistical parametric mapping Ontology and current issues . J. Cereb. Blood Flow Metab. 15:1995;361-370.
    • (1995) J. Cereb. Blood Flow Metab. , vol.15 , pp. 361-370
    • Friston, K.J.1
  • 35
    • 0027983045 scopus 로고
    • Synthetic images by subspace transforms I. Principal components images and related filters
    • Sychra J.J., Bandettini P.A., Bhattacharya H., Lin Q. Synthetic images by subspace transforms I. Principal components images and related filters. Med. Phys. 21:1994;193-201.
    • (1994) Med. Phys. , vol.21 , pp. 193-201
    • Sychra, J.J.1    Bandettini, P.A.2    Bhattacharya, H.3    Lin, Q.4
  • 38
    • 0021254820 scopus 로고
    • Principal component analysis of event-related potentials: Simulation studies demonstrate misallocation of variance across components
    • Wood C.C., McCarthy G. Principal component analysis of event-related potentials Simulation studies demonstrate misallocation of variance across components . Electroenceph. and Clin. Neurophysiol. 59:1984;249-260.
    • (1984) Electroenceph. and Clin. Neurophysiol. , vol.59 , pp. 249-260
    • Wood, C.C.1    McCarthy, G.2
  • 39
    • 0022549636 scopus 로고
    • Principal component analysis of event-related potentials: A note on misallocation of variance
    • Möcks J., Verleger R. Principal component analysis of event-related potentials A note on misallocation of variance . Electroenceph. Clin. Neurophysiol. 65:1986;393-398.
    • (1986) Electroenceph. Clin. Neurophysiol. , vol.65 , pp. 393-398
    • Möcks, J.1    Verleger, R.2
  • 40
    • 0029029430 scopus 로고
    • Characterizing dynamic brain responses with fMRI: A multivariate approach
    • Friston K.J., Frith C.D., Frackowiak R.S.J., Turner R. Characterizing dynamic brain responses with fMRI A multivariate approach . NeuroImage. 2:1995;166-172.
    • (1995) NeuroImage , vol.2 , pp. 166-172
    • Friston, K.J.1    Frith, C.D.2    Frackowiak, R.S.J.3    Turner, R.4
  • 41
    • 0000442911 scopus 로고
    • The use and interpretation of principal component analysis in applied research
    • Rao C.R. The use and interpretation of principal component analysis in applied research. Sankhya A. 26:1964;329-358.
    • (1964) Sankhya a , vol.26 , pp. 329-358
    • Rao, C.R.1
  • 42
    • 0001699986 scopus 로고
    • Asymptotic theory for principal component analysis
    • Anderson T.W. Asymptotic theory for principal component analysis. Ann. Math. Statist. 34:1963;122-148.
    • (1963) Ann. Math. Statist. , vol.34 , pp. 122-148
    • Anderson, T.W.1
  • 44
    • 11544360810 scopus 로고
    • Latent vectors of random symmetric matrices
    • Mallows W.G. Latent vectors of random symmetric matrices. Biometrika. 48:1960;133-149.
    • (1960) Biometrika , vol.48 , pp. 133-149
    • Mallows, W.G.1
  • 45
    • 84995046268 scopus 로고
    • Principal components, analysis of variance and data structure
    • Mandel J. Principal components, analysis of variance and data structure. Statistica Neerlandica. 26:1972;119-129.
    • (1972) Statistica Neerlandica , vol.26 , pp. 119-129
    • Mandel, J.1
  • 47
    • 0027973885 scopus 로고
    • Principal component analysis of dynamic positron emission tomography images
    • Pedersen F., Bergström M., Bengtsson E., Långström B. Principal component analysis of dynamic positron emission tomography images. Eur. J. Nucl. Med. 21:1994;1285-1292.
    • (1994) Eur. J. Nucl. Med. , vol.21 , pp. 1285-1292
    • Pedersen, F.1    Bergström, M.2    Bengtsson, E.3    Långström, B.4
  • 48
    • 0345119518 scopus 로고
    • Asymptotic study of the multivariate functional model. Application to the metric choice in principal component analysis
    • Fine J., Pousse A. Asymptotic study of the multivariate functional model. Application to the metric choice in principal component analysis. Statistics. 23:1992;63-83.
    • (1992) Statistics , vol.23 , pp. 63-83
    • Fine, J.1    Pousse, A.2
  • 51
    • 0023424904 scopus 로고
    • Scaled subprofile model: A statistical approach to the analysis of functional patterns in positron emission tomographic data
    • Moeller J.R., Strother S.C., Sidtis J.J., Rottenberg D.A. Scaled subprofile model A statistical approach to the analysis of functional patterns in positron emission tomographic data . J. Cereb. Blood Flow Metab. 7:1987;649-658.
    • (1987) J. Cereb. Blood Flow Metab. , vol.7 , pp. 649-658
    • Moeller, J.R.1    Strother, S.C.2    Sidtis, J.J.3    Rottenberg, D.A.4
  • 53
    • 0030930278 scopus 로고    scopus 로고
    • Quantification of signal changes in gradient recalled echo fMRI
    • Diemling M., Barth M., Moser E. Quantification of signal changes in gradient recalled echo fMRI. Magn. Reson. Imaging. 15:1997;753-762.
    • (1997) Magn. Reson. Imaging , vol.15 , pp. 753-762
    • Diemling, M.1    Barth, M.2    Moser, E.3
  • 57
    • 0028854356 scopus 로고
    • Real time functional magnetic resonance imaging
    • Cox R.W., Jesmanowicz A., Hyde J.S. Real time functional magnetic resonance imaging. Magn. Reson. Med. 33:1995;230-236.
    • (1995) Magn. Reson. Med. , vol.33 , pp. 230-236
    • Cox, R.W.1    Jesmanowicz, A.2    Hyde, J.S.3
  • 58
    • 0030053163 scopus 로고    scopus 로고
    • Reduction of physiological fluctuations in fMR using digital filters
    • Biswal B., DeYoe E.A., Hyde J.S. Reduction of physiological fluctuations in fMR using digital filters. Magn. Reson. Med. 35:1996;107-113.
    • (1996) Magn. Reson. Med. , vol.35 , pp. 107-113
    • Biswal, B.1    Deyoe, E.A.2    Hyde, J.S.3
  • 59
    • 0008913870 scopus 로고    scopus 로고
    • Retroscpetive estimation and correction of physiological artifacts in fMRI by direct extraction of physiological activity from MR data
    • Le T.H., Hu X. Retroscpetive estimation and correction of physiological artifacts in fMRI by direct extraction of physiological activity from MR data. Magn. Reson. Med. 35:1996;290-298.
    • (1996) Magn. Reson. Med. , vol.35 , pp. 290-298
    • Le, T.H.1    Hu, X.2
  • 60
  • 61
    • 0030885132 scopus 로고    scopus 로고
    • Noise suppression digital filter for functional magnetic resonance imaging based on image reference data
    • Buonocore M.H., Maddock R.J. Noise suppression digital filter for functional magnetic resonance imaging based on image reference data. Magn. Reson. Med. 38:1997;456-469.
    • (1997) Magn. Reson. Med. , vol.38 , pp. 456-469
    • Buonocore, M.H.1    Maddock, R.J.2
  • 62
    • 0003214704 scopus 로고
    • Coding theorems for a discrete source with a fidelity criterion
    • Shannon, C.E. Coding theorems for a discrete source with a fidelity criterion. IRE Natl. Conv. Rec. 142-163; 1959.
    • (1959) IRE Natl. Conv. Rec. , pp. 142-163
    • Shannon, C.E.1
  • 63
    • 0001493668 scopus 로고
    • Asymptotics of graphical projection pursuit
    • Diaconis P., Freedman D. Asymptotics of graphical projection pursuit. Ann. Statistics. 12:1984;793-815.
    • (1984) Ann. Statistics , vol.12 , pp. 793-815
    • Diaconis, P.1    Freedman, D.2
  • 64
    • 0025293685 scopus 로고
    • Neurotransmitters and neuromodulators in the basal ganglia
    • Graybiel A.M. Neurotransmitters and neuromodulators in the basal ganglia. Trends Neurosci. 13:1990;244-253.
    • (1990) Trends Neurosci , vol.13 , pp. 244-253
    • Graybiel, A.M.1
  • 65
    • 0025321039 scopus 로고
    • Functional architecture of basal ganglia circuits: Neural substrates of parallel processing
    • Alexander G.E., Crutcher M.D. Functional architecture of basal ganglia circuits neural substrates of parallel processing . Trends Neurosci. 13:1990;266-271.
    • (1990) Trends Neurosci , vol.13 , pp. 266-271
    • Alexander, G.E.1    Crutcher, M.D.2
  • 69
    • 0000094068 scopus 로고
    • The magnetic properties and structures of hemoglobin
    • Pauling L., Coryell C. The magnetic properties and structures of hemoglobin. Proc. Natl. Acad. Sci. USA. 22:1936;210-216.
    • (1936) Proc. Natl. Acad. Sci. USA , vol.22 , pp. 210-216
    • Pauling, L.1    Coryell, C.2
  • 74
    • 0029999731 scopus 로고    scopus 로고
    • Linear systems analysis of functional magnetic resonance imaging in human V1
    • Boynton G.M., Engel S.A., Glover G.H., Heeger D.J. Linear systems analysis of functional magnetic resonance imaging in human V1. J. Neurosci. 16:1996;4207-4221.
    • (1996) J. Neurosci. , vol.16 , pp. 4207-4221
    • Boynton, G.M.1    Engel, S.A.2    Glover, G.H.3    Heeger, D.J.4
  • 75
    • 0028427087 scopus 로고
    • Adaptive principal component extraction (APEX) and applications
    • Kung S.Y., Diamantaras K.I., Taur J.S. Adaptive principal component extraction (APEX) and applications. IEEE Trans. Signal Proc. 42:1994;1202-1217.
    • (1994) IEEE Trans. Signal Proc. , vol.42 , pp. 1202-1217
    • Kung, S.Y.1    Diamantaras, K.I.2    Taur, J.S.3
  • 76
    • 0019728709 scopus 로고
    • Signal processing in evoked potential research: Applications of filtering and pattern recognition
    • McGillem C.D., Aunon J.I., Childers D.G. Signal processing in evoked potential research Applications of filtering and pattern recognition . Crit. Rev. Bioengn. 6:1981;225-265.
    • (1981) Crit. Rev. Bioengn. , vol.6 , pp. 225-265
    • McGillem, C.D.1    Aunon, J.I.2    Childers, D.G.3
  • 80
    • 0029096148 scopus 로고
    • Analysis of fMRI time-series revisited - again
    • Worsley K.J., Friston K.J. Analysis of fMRI time-series revisited - again. NeuroImage. 2:1995;173-181.
    • (1995) NeuroImage , vol.2 , pp. 173-181
    • Worsley, K.J.1    Friston, K.J.2
  • 81
    • 0031975318 scopus 로고    scopus 로고
    • Probabilistic analysis of functional magnetic resonance imaging data
    • Frank L.R., Buxton R.B., Wong E.C. Probabilistic analysis of functional magnetic resonance imaging data. Magn. Reson. Med. 39:1998;132-148.
    • (1998) Magn. Reson. Med. , vol.39 , pp. 132-148
    • Frank, L.R.1    Buxton, R.B.2    Wong, E.C.3
  • 83
    • 0027288454 scopus 로고
    • Processing strategies for time-course data sets in functional MRI of the human brain
    • Bandettini P.A., Jesmanowicz A., Wong E.C., Hyde J.S. Processing strategies for time-course data sets in functional MRI of the human brain. Magn. Reson. Med. 30:1993;161-173.
    • (1993) Magn. Reson. Med. , vol.30 , pp. 161-173
    • Bandettini, P.A.1    Jesmanowicz, A.2    Wong, E.C.3    Hyde, J.S.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.