메뉴 건너뛰기




Volumn 24, Issue 2, 2005, Pages 109-129

Functional principal component analysis of fMRI data

Author keywords

Explorative methods; Functional data analysis; Independent component analysis (ICA); Multivariate linear models (MLM); Principal component analysis (PCA)

Indexed keywords

ARTICLE; DATA ANALYSIS; FUNCTIONAL DATA ANALYSIS; HAND FUNCTION; HUMAN; HUMAN EXPERIMENT; INDEPENDENT COMPONENT ANALYSIS; MULTIVARIATE ANALYSIS; NEUROIMAGING; NORMAL HUMAN; NUCLEAR MAGNETIC RESONANCE IMAGING; PRINCIPAL COMPONENT ANALYSIS; PRIORITY JOURNAL; SENSORIMOTOR FUNCTION; STATISTICAL ANALYSIS; STATISTICAL PARAMETERS; VISUAL STIMULATION; VISUOMOTOR COORDINATION; WHOLE BODY SCANNER; WORKING MEMORY;

EID: 13444311694     PISSN: 10659471     EISSN: None     Source Type: Journal    
DOI: 10.1002/hbm.20074     Document Type: Article
Times cited : (140)

References (48)
  • 2
    • 0001988758 scopus 로고    scopus 로고
    • Spatial transformation of images
    • Frackowiak RSJ, Fristen KJ, Frith CD, Dolan RJ, Mazziotta JC, editors. London: Academic Press
    • Ashburner J, Friston KJ (1997): Spatial transformation of images. In: Frackowiak RSJ, Fristen KJ, Frith CD, Dolan RJ, Mazziotta JC, editors. Human brain function. London: Academic Press, p 43-58.
    • (1997) Human Brain Function , pp. 43-58
    • Ashburner, J.1    Friston, K.J.2
  • 3
    • 0026554483 scopus 로고
    • Working memory
    • Baddeley AD (1992): Working memory. Science 255:556-559.
    • (1992) Science , vol.255 , pp. 556-559
    • Baddeley, A.D.1
  • 4
    • 0029411030 scopus 로고
    • An information-maximization approach to blind separation and blind deconvolution
    • Bell AJ, Sejnowski TJ (1995): An information-maximization approach to blind separation and blind deconvolution. Neural Comput 7:1129-1159.
    • (1995) Neural Comput , vol.7 , pp. 1129-1159
    • Bell, A.J.1    Sejnowski, T.J.2
  • 5
    • 13444254585 scopus 로고    scopus 로고
    • Online
    • Brett M (2000): Slice display software. Online at http://www.mrc-cbu.cam. ac.uk/Imaging/display_slices.html (accession date 2 November 2002).
    • (2000) Slice Display Software
    • Brett, M.1
  • 6
    • 13444258775 scopus 로고    scopus 로고
    • Functional MRI in psychiatry
    • Moonen CTW, Bandettini PA, editors. Berlin: Springer
    • Callicott JH, Weinberger DR (1999): Functional MRI in psychiatry. In: Moonen CTW, Bandettini PA, editors. Functional MRI. Berlin: Springer, p 501-512.
    • (1999) Functional MRI , pp. 501-512
    • Callicott, J.H.1    Weinberger, D.R.2
  • 7
    • 0037396577 scopus 로고    scopus 로고
    • Optimal spline smoothing of fMRI time series by generalized cross-validation
    • Carew JD, Wahba G, Xie X, Nordheim EV, Meyerand ME (2003): Optimal spline smoothing of fMRI time series by generalized cross-validation. Neuroimage 18:950-961.
    • (2003) Neuroimage , vol.18 , pp. 950-961
    • Carew, J.D.1    Wahba, G.2    Xie, X.3    Nordheim, E.V.4    Meyerand, M.E.5
  • 9
    • 34250263445 scopus 로고
    • Smoothing noisy data with spline functions: Estimating the correct degree of smoothing by the method of generalized cross-validation
    • Craven P, Wahba G (1979): Smoothing noisy data with spline functions: estimating the correct degree of smoothing by the method of generalized cross-validation. Numer Math 31:377-403.
    • (1979) Numer Math , vol.31 , pp. 377-403
    • Craven, P.1    Wahba, G.2
  • 11
    • 0007180814 scopus 로고
    • Oscillation matrices with spline smoothing
    • Demmler A, Reinsch C (1975): Oscillation matrices with spline smoothing. Numer Math 24:375-382.
    • (1975) Numer Math , vol.24 , pp. 375-382
    • Demmler, A.1    Reinsch, C.2
  • 12
    • 0031684475 scopus 로고    scopus 로고
    • The functional neuroanatomy of episodic memory: The role of the frontal lobes, the hippocampal formation, and other areas
    • Desgranges B, Baron JC, Eustache F (1998): The functional neuroanatomy of episodic memory: the role of the frontal lobes, the hippocampal formation, and other areas. Neuroimage 8:198-213.
    • (1998) Neuroimage , vol.8 , pp. 198-213
    • Desgranges, B.1    Baron, J.C.2    Eustache, F.3
  • 15
    • 0000176728 scopus 로고    scopus 로고
    • Characterising distributed functional systems
    • Frackowiak RSJ, Friston KJ, Frith CD, Dolan RJ, Mazziotta JC, editors. London: Academic Press
    • Friston KJ (1997): Characterising distributed functional systems. In: Frackowiak RSJ, Friston KJ, Frith CD, Dolan RJ, Mazziotta JC, editors. Human brain function. London: Academic Press, p 107-126.
    • (1997) Human Brain Function , pp. 107-126
    • Friston, K.J.1
  • 17
    • 0029029430 scopus 로고
    • Characterizing dynamic brain responses with fMRI: A multivariate approach
    • Friston KJ, Frith CD, Frackowiak RSJ, Turner R (1995a): Characterizing dynamic brain responses with fMRI: a multivariate approach. Neuroimage 2:166-172.
    • (1995) Neuroimage , vol.2 , pp. 166-172
    • Friston, K.J.1    Frith, C.D.2    Frackowiak, R.S.J.3    Turner, R.4
  • 19
    • 0031602724 scopus 로고    scopus 로고
    • Cognitive neuroscience of human memory
    • Gabrieli JD (1998): Cognitive neuroscience of human memory. Ann Rev Psychol 49:87-115.
    • (1998) Ann Rev Psychol , vol.49 , pp. 87-115
    • Gabrieli, J.D.1
  • 21
  • 24
    • 84942484786 scopus 로고
    • Ridge regression: Biased estimation for non-orthogonal problems
    • Hoerl AE, Kennard RW (1970): Ridge regression: biased estimation for non-orthogonal problems. Technometrics 12:55-67.
    • (1970) Technometrics , vol.12 , pp. 55-67
    • Hoerl, A.E.1    Kennard, R.W.2
  • 25
    • 0002800701 scopus 로고    scopus 로고
    • Characterising brain images with the general linear model
    • Frackowiak RSJ, Friston KJ, Frith CD, Dolan RJ, Mazziotta JC, editors. London: Academic Press
    • Holmes A, Poline JB, Friston KJ (1997): Characterising brain images with the general linear model. In: Frackowiak RSJ, Friston KJ, Frith CD, Dolan RJ, Mazziotta JC, editors. Human brain function. London: Academic Press, p 141-159.
    • (1997) Human Brain Function , pp. 141-159
    • Holmes, A.1    Poline, J.B.2    Friston, K.J.3
  • 26
    • 0042826822 scopus 로고    scopus 로고
    • Independent component analysis: Algorithms and applications
    • Hyvärinen A, Oja E (2000): Independent component analysis: algorithms and applications. Neural Netw 13:411-430.
    • (2000) Neural Netw , vol.13 , pp. 411-430
    • Hyvärinen, A.1    Oja, E.2
  • 29
    • 0000406385 scopus 로고
    • A correspondence between bayesian estimation on stochastic processes and smoothing by splines
    • Kimeldorf GS, Wahba G (1970): A correspondence between bayesian estimation on stochastic processes and smoothing by splines. Ann Math Statist 41:495-502.
    • (1970) Ann Math Statist , vol.41 , pp. 495-502
    • Kimeldorf, G.S.1    Wahba, G.2
  • 31
    • 13444272396 scopus 로고    scopus 로고
    • A unifying information-theoretic framework for independent component analysis
    • Lee TW, Girolami M, Bell AJ, Sejnowski TJ (1999): A unifying information-theoretic framework for independent component analysis. Neural Comput 10:2103-2144.
    • (1999) Neural Comput , vol.10 , pp. 2103-2144
    • Lee, T.W.1    Girolami, M.2    Bell, A.J.3    Sejnowski, T.J.4
  • 33
    • 0029941179 scopus 로고    scopus 로고
    • Spatial pattern analysis of functional brain images using partial least squares
    • McIntosh AR, Bookstein FL, Haxby JV, Grady CL (1996): Spatial pattern analysis of functional brain images using partial least squares. Neuroimage 3:143-157.
    • (1996) Neuroimage , vol.3 , pp. 143-157
    • McIntosh, A.R.1    Bookstein, F.L.2    Haxby, J.V.3    Grady, C.L.4
  • 34
    • 0033614941 scopus 로고    scopus 로고
    • Statistical limitations in functional neuroimaging I. Non-inferential methods and statistical models
    • Petersson KM, Nichols TE, Poline J-B, Holmes AP (1999): Statistical limitations in functional neuroimaging I. Non-inferential methods and statistical models. Philos Trans R Soc Lond B Biol Sci 354:1239-1260.
    • (1999) Philos Trans R Soc Lond B Biol Sci , vol.354 , pp. 1239-1260
    • Petersson, K.M.1    Nichols, T.E.2    Poline, J.-B.3    Holmes, A.P.4
  • 35
    • 0025490985 scopus 로고
    • Networks for approximation and learning
    • Poggio T, Girosi F (1990): Networks for approximation and learning. Proc IEEE 78:1481-1497.
    • (1990) Proc IEEE , vol.78 , pp. 1481-1497
    • Poggio, T.1    Girosi, F.2
  • 39
    • 0002289285 scopus 로고
    • Some statistical methods for comparison of growth curves
    • Rao RC (1958): Some statistical methods for comparison of growth curves. Biometrics 14:1-17.
    • (1958) Biometrics , vol.14 , pp. 1-17
    • Rao, R.C.1
  • 40
    • 0001597980 scopus 로고
    • Estimating the mean and covariance structure nonparametrically when the data are curves
    • Rice JA, Silverman BW (1991): Estimating the mean and covariance structure nonparametrically when the data are curves. J R Stat Soc B 53:233-243.
    • (1991) J R Stat Soc B , vol.53 , pp. 233-243
    • Rice, J.A.1    Silverman, B.W.2
  • 41
    • 0001426609 scopus 로고
    • Spline functions and the problem of graduation
    • Schoenberg I (1964): Spline functions and the problem of graduation. Proc Natl Acad Sci USA 52:947-950.
    • (1964) Proc Natl Acad Sci USA , vol.52 , pp. 947-950
    • Schoenberg, I.1
  • 43
    • 0002659302 scopus 로고    scopus 로고
    • Functional imaging with magnetic resonance
    • Frackowiak RSJ, Fristen KJ, Frith CD, Dolan RJ, Mazziotta JC, editors. London: Academic Press
    • Turner R, Howseman A, Rees G, Josephs O (1997): Functional imaging with magnetic resonance. In: Frackowiak RSJ, Fristen KJ, Frith CD, Dolan RJ, Mazziotta JC, editors. Human brain function. London: Academic Press, p 467-486.
    • (1997) Human Brain Function , pp. 467-486
    • Turner, R.1    Howseman, A.2    Rees, G.3    Josephs, O.4
  • 44
    • 0003466536 scopus 로고
    • Philadelphia: Society for Industrial and Applied Mathematics. 169 pp
    • Wahba G (1990): Spline models for observational data. Philadelphia: Society for Industrial and Applied Mathematics. 169 pp.
    • (1990) Spline Models for Observational Data
    • Wahba, G.1
  • 45
    • 0344490282 scopus 로고    scopus 로고
    • No hypofrontality, but absence of prefrontal lateralization comparing verbal and spatial working memory in schizophrenia
    • Walter H, Wunderlich AP, Blankenhorn M, Schäfer S, Tomczak R, Spitzer M, Grön G (2003a): No hypofrontality, but absence of prefrontal lateralization comparing verbal and spatial working memory in schizophrenia. Schizophr Res 61:175-184.
    • (2003) Schizophr Res , vol.61 , pp. 175-184
    • Walter, H.1    Wunderlich, A.P.2    Blankenhorn, M.3    Schäfer, S.4    Tomczak, R.5    Spitzer, M.6    Grön, G.7
  • 46
    • 0142099218 scopus 로고    scopus 로고
    • Evidence for quantitative domain dominance for verbal and spatial working memory in frontal and parietal cortex
    • Walter H, Bretschneider V, Grön G, Zurowski B, Wunderlich AP, Tomczak R, Spitzer M (2003b): Evidence for quantitative domain dominance for verbal and spatial working memory in frontal and parietal cortex. Cortex 39:897-911.
    • (2003) Cortex , vol.39 , pp. 897-911
    • Walter, H.1    Bretschneider, V.2    Grön, G.3    Zurowski, B.4    Wunderlich, A.P.5    Tomczak, R.6    Spitzer, M.7
  • 48
    • 0031279853 scopus 로고    scopus 로고
    • Characterizing the response of PET and fMRI data using multivariate linear models
    • Worsley KJ, Poline JB, Friston KJ, Evans AC (1997): Characterizing the response of PET and fMRI data using multivariate linear models. Neuroimage 6:305-319.
    • (1997) Neuroimage , vol.6 , pp. 305-319
    • Worsley, K.J.1    Poline, J.B.2    Friston, K.J.3    Evans, A.C.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.