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Volumn 69, Issue , 2013, Pages 157-197

Group information guided ICA for fMRI data analysis

Author keywords

Enhanced independence; FMRI; Group information; Independent component analysis; Multi objective optimization; Subject specific ICs reconstruction

Indexed keywords

ACCURACY; ARTICLE; CONTROLLED STUDY; DATA ANALYSIS; FUNCTIONAL MAGNETIC RESONANCE IMAGING; GROUP INFORMATION GUIDED INDEPENDENT COMPONENT ANALYSIS; HUMAN; HUMAN EXPERIMENT; INDEPENDENT COMPONENT ANALYSIS; INTERMETHOD COMPARISON; NORMAL HUMAN; PRIORITY JOURNAL; PROCESS OPTIMIZATION; SIMULATION; VALIDATION PROCESS;

EID: 84872338206     PISSN: 10538119     EISSN: 10959572     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2012.11.008     Document Type: Article
Times cited : (295)

References (53)
  • 1
    • 84857030713 scopus 로고    scopus 로고
    • Capturing inter-subject variability with group independent component analysis of fMRI data: a simulation study
    • Allen E.A., Erhardt E.B., Wei Y., Eichele T., Calhoun V.D. Capturing inter-subject variability with group independent component analysis of fMRI data: a simulation study. Neuroimage 2012, 59:4141-4159.
    • (2012) Neuroimage , vol.59 , pp. 4141-4159
    • Allen, E.A.1    Erhardt, E.B.2    Wei, Y.3    Eichele, T.4    Calhoun, V.D.5
  • 4
    • 16244405884 scopus 로고    scopus 로고
    • Brain dynamics during natural viewing conditions - a new guide for mapping connectivity in vivo
    • Bartels A., Zeki S. Brain dynamics during natural viewing conditions - a new guide for mapping connectivity in vivo. Neuroimage 2005, 24:339-349.
    • (2005) Neuroimage , vol.24 , pp. 339-349
    • Bartels, A.1    Zeki, S.2
  • 5
    • 14244251502 scopus 로고    scopus 로고
    • Tensorial extensions of independent component analysis for multisubject FMRI analysis
    • Beckmann C.F., Smith S.M. Tensorial extensions of independent component analysis for multisubject FMRI analysis. Neuroimage 2005, 25:294-311.
    • (2005) Neuroimage , vol.25 , pp. 294-311
    • Beckmann, C.F.1    Smith, S.M.2
  • 6
    • 75749140786 scopus 로고    scopus 로고
    • Group comparison of resting-state FMRI data using multi-subject ICA and dual regression
    • Beckmann C., Mackay C., Filippini N., Smith S. Group comparison of resting-state FMRI data using multi-subject ICA and dual regression. Neuroimage 2009, 47(Supplement 1):S148.
    • (2009) Neuroimage , vol.47 , Issue.SUPPL. 1
    • Beckmann, C.1    Mackay, C.2    Filippini, N.3    Smith, S.4
  • 7
    • 0029411030 scopus 로고
    • An information-maximization approach to blind separation and blind deconvolution
    • Bell A.J., Sejnowski T.J. An information-maximization approach to blind separation and blind deconvolution. Neural Comput. 1995, 7:1129-1159.
    • (1995) Neural Comput. , vol.7 , pp. 1129-1159
    • Bell, A.J.1    Sejnowski, T.J.2
  • 9
    • 0035172708 scopus 로고    scopus 로고
    • FMRI activation in a visual-perception task: network of areas detected using the general linear model and independent components analysis
    • Calhoun V.D. fMRI activation in a visual-perception task: network of areas detected using the general linear model and independent components analysis. Neuroimage 2001, 14:1080-1088.
    • (2001) Neuroimage , vol.14 , pp. 1080-1088
    • Calhoun, V.D.1
  • 10
    • 0034753663 scopus 로고    scopus 로고
    • A method for making group inferences from functional MRI data using independent component analysis
    • Calhoun V.D., Adali T., Pearlson G.D., Pekar J.J. A method for making group inferences from functional MRI data using independent component analysis. Hum. Brain Mapp. 2001, 14:140-151.
    • (2001) Hum. Brain Mapp. , vol.14 , pp. 140-151
    • Calhoun, V.D.1    Adali, T.2    Pearlson, G.D.3    Pekar, J.J.4
  • 11
    • 0035033714 scopus 로고    scopus 로고
    • Spatial and temporal independent component analysis of functional MRI data containing a pair of task-related waveforms
    • Calhoun V.D., Adali T., Pearlson G.D., Pekar J.J. Spatial and temporal independent component analysis of functional MRI data containing a pair of task-related waveforms. Hum. Brain Mapp. 2001, 13:43-53.
    • (2001) Hum. Brain Mapp. , vol.13 , pp. 43-53
    • Calhoun, V.D.1    Adali, T.2    Pearlson, G.D.3    Pekar, J.J.4
  • 12
    • 15244351286 scopus 로고    scopus 로고
    • Semi-blind ICA of fMRI: a method for utilizing hypothesis-derived time courses in a spatial ICA analysis
    • Calhoun V.D., Adali T., Stevens M.C., Kiehl K.A., Pekar J.J. Semi-blind ICA of fMRI: a method for utilizing hypothesis-derived time courses in a spatial ICA analysis. Neuroimage 2005, 25:527-538.
    • (2005) Neuroimage , vol.25 , pp. 527-538
    • Calhoun, V.D.1    Adali, T.2    Stevens, M.C.3    Kiehl, K.A.4    Pekar, J.J.5
  • 13
    • 55549121271 scopus 로고    scopus 로고
    • Temporal lobe and "default" hemodynamic brain modes discriminate between schizophrenia and bipolar disorder
    • Calhoun V.D., Maciejewski P.K., Pearlson G.D., Kiehl K.A. Temporal lobe and "default" hemodynamic brain modes discriminate between schizophrenia and bipolar disorder. Hum. Brain Mapp. 2008, 29:1265-1275.
    • (2008) Hum. Brain Mapp. , vol.29 , pp. 1265-1275
    • Calhoun, V.D.1    Maciejewski, P.K.2    Pearlson, G.D.3    Kiehl, K.A.4
  • 14
    • 65549097795 scopus 로고    scopus 로고
    • A review of group ICA for fMRI data and ICA for joint inference of imaging, genetic, and ERP data
    • Calhoun V.D., Liu J., Adali T. A review of group ICA for fMRI data and ICA for joint inference of imaging, genetic, and ERP data. Neuroimage 2009, 45:S163-172.
    • (2009) Neuroimage , vol.45
    • Calhoun, V.D.1    Liu, J.2    Adali, T.3
  • 16
    • 33751108300 scopus 로고    scopus 로고
    • Classification of fMRI independent components using IC-fingerprints and support vector machine classifiers
    • De Martino F., Gentile F., Esposito F., Balsi M., Di Salle F., Goebel R., Formisano E. Classification of fMRI independent components using IC-fingerprints and support vector machine classifiers. Neuroimage 2007, 34:177-194.
    • (2007) Neuroimage , vol.34 , pp. 177-194
    • De Martino, F.1    Gentile, F.2    Esposito, F.3    Balsi, M.4    Di Salle, F.5    Goebel, R.6    Formisano, E.7
  • 20
    • 48549106838 scopus 로고    scopus 로고
    • Independent component model of the default-mode brain function: combining individual-level and population-level analyses in resting-state fMRI
    • Esposito F., Aragri A., Pesaresi I., Cirillo S., Tedeschi G., Marciano E., Goebel R., Di Salle F. Independent component model of the default-mode brain function: combining individual-level and population-level analyses in resting-state fMRI. Magn. Reson. Imaging 2008, 26:905-913.
    • (2008) Magn. Reson. Imaging , vol.26 , pp. 905-913
    • Esposito, F.1    Aragri, A.2    Pesaresi, I.3    Cirillo, S.4    Tedeschi, G.5    Marciano, E.6    Goebel, R.7    Di Salle, F.8
  • 21
    • 79957527638 scopus 로고    scopus 로고
    • Discriminant analysis of functional connectivity patterns on Grassmann manifold
    • Fan Y., Liu Y., Wu H., Hao Y.H., Liu H.H., Liu Z.N., Jiang T.Z. Discriminant analysis of functional connectivity patterns on Grassmann manifold. Neuroimage 2011, 56:2058-2067.
    • (2011) Neuroimage , vol.56 , pp. 2058-2067
    • Fan, Y.1    Liu, Y.2    Wu, H.3    Hao, Y.H.4    Liu, H.H.5    Liu, Z.N.6    Jiang, T.Z.7
  • 22
    • 48749090271 scopus 로고    scopus 로고
    • A unified framework for group independent component analysis for multi-subject fMRI data
    • Guo Y., Pagnoni G. A unified framework for group independent component analysis for multi-subject fMRI data. Neuroimage 2008, 42:1078-1093.
    • (2008) Neuroimage , vol.42 , pp. 1078-1093
    • Guo, Y.1    Pagnoni, G.2
  • 23
    • 3042594840 scopus 로고    scopus 로고
    • Validating the independent components of neuroimaging time series via clustering and visualization
    • Himberg J., Hyvarinen A., Esposito F. Validating the independent components of neuroimaging time series via clustering and visualization. Neuroimage 2004, 22:1214-1222.
    • (2004) Neuroimage , vol.22 , pp. 1214-1222
    • Himberg, J.1    Hyvarinen, A.2    Esposito, F.3
  • 24
    • 34548626858 scopus 로고    scopus 로고
    • A new constrained independent component analysis method
    • Huang D.S., Mi J.X. A new constrained independent component analysis method. IEEE Trans. Neural Netw. 2007, 18:1532-1535.
    • (2007) IEEE Trans. Neural Netw. , vol.18 , pp. 1532-1535
    • Huang, D.S.1    Mi, J.X.2
  • 25
    • 0032629347 scopus 로고    scopus 로고
    • Fast and robust fixed-point algorithms for independent component analysis
    • Hyvarinen A. Fast and robust fixed-point algorithms for independent component analysis. IEEE Trans. Neural Netw. 1999, 10:626-634.
    • (1999) IEEE Trans. Neural Netw. , vol.10 , pp. 626-634
    • Hyvarinen, A.1
  • 26
    • 84898952096 scopus 로고    scopus 로고
    • One-unit learning rules for independent component analysis
    • Hyvarinen A., Oja E. One-unit learning rules for independent component analysis. Adv. Neural Inf. Process. Syst. 1997, 9:480-486.
    • (1997) Adv. Neural Inf. Process. Syst. , vol.9 , pp. 480-486
    • Hyvarinen, A.1    Oja, E.2
  • 27
    • 0042826822 scopus 로고    scopus 로고
    • Independent component analysis: algorithms and applications
    • Hyvarinen A., Oja E. Independent component analysis: algorithms and applications. Neural Netw. 2000, 13:411-430.
    • (2000) Neural Netw. , vol.13 , pp. 411-430
    • Hyvarinen, A.1    Oja, E.2
  • 28
    • 38749089029 scopus 로고    scopus 로고
    • A method for functional network connectivity among spatially independent resting-state components in schizophrenia
    • Jafri M.J., Pearlson G.D., Stevens M., Calhoun V.D. A method for functional network connectivity among spatially independent resting-state components in schizophrenia. Neuroimage 2008, 39:1666-1681.
    • (2008) Neuroimage , vol.39 , pp. 1666-1681
    • Jafri, M.J.1    Pearlson, G.D.2    Stevens, M.3    Calhoun, V.D.4
  • 29
    • 0042819875 scopus 로고    scopus 로고
    • Temporally constrained ICA: an application to artifact rejection in electromagnetic brain signal analysis
    • James C.J., Gibson O.J. Temporally constrained ICA: an application to artifact rejection in electromagnetic brain signal analysis. IEEE Trans. Biomed. Eng. 2003, 50:1108-1116.
    • (2003) IEEE Trans. Biomed. Eng. , vol.50 , pp. 1108-1116
    • James, C.J.1    Gibson, O.J.2
  • 30
    • 31144461382 scopus 로고    scopus 로고
    • Adaptive weighted sum method for multiobjective optimization: a new method for Pareto front generation
    • Kim I.Y., de Weck O.L. Adaptive weighted sum method for multiobjective optimization: a new method for Pareto front generation. Struct. Multidiscip. Optim. 2006, 31:105-116.
    • (2006) Struct. Multidiscip. Optim. , vol.31 , pp. 105-116
    • Kim, I.Y.1    de Weck, O.L.2
  • 31
    • 33846633159 scopus 로고    scopus 로고
    • Constrained optimization using multiple objective programming
    • Klamroth K., Tind J. Constrained optimization using multiple objective programming. J. Glob. Optim. 2007, 37:325-355.
    • (2007) J. Glob. Optim. , vol.37 , pp. 325-355
    • Klamroth, K.1    Tind, J.2
  • 33
    • 38949097776 scopus 로고    scopus 로고
    • Independent vector analysis (IVA): multivariate approach for fMRI group study
    • Lee J.H., Lee T.W., Jolesz F.A., Yoo S.S. Independent vector analysis (IVA): multivariate approach for fMRI group study. Neuroimage 2008, 40:86-109.
    • (2008) Neuroimage , vol.40 , pp. 86-109
    • Lee, J.H.1    Lee, T.W.2    Jolesz, F.A.3    Yoo, S.S.4
  • 34
    • 35948939625 scopus 로고    scopus 로고
    • Estimating the number of independent components for functional magnetic resonance imaging data
    • Li Y.O., Adali T., Calhoun V.D. Estimating the number of independent components for functional magnetic resonance imaging data. Hum. Brain Mapp. 2007, 28:1251-1266.
    • (2007) Hum. Brain Mapp. , vol.28 , pp. 1251-1266
    • Li, Y.O.1    Adali, T.2    Calhoun, V.D.3
  • 37
    • 13844280257 scopus 로고    scopus 로고
    • Approach and applications of constrained ICA
    • Lu W., Rajapakse J.C. Approach and applications of constrained ICA. IEEE Trans. Neural Netw. 2005, 16:203-212.
    • (2005) IEEE Trans. Neural Netw. , vol.16 , pp. 203-212
    • Lu, W.1    Rajapakse, J.C.2
  • 38
    • 33845986021 scopus 로고    scopus 로고
    • Detecting functional connectivity in the resting brain: a comparison between ICA and CCA
    • Ma L., Wang B., Chen X., Xiong J. Detecting functional connectivity in the resting brain: a comparison between ICA and CCA. Magn. Reson. Imaging 2007, 25:47-56.
    • (2007) Magn. Reson. Imaging , vol.25 , pp. 47-56
    • Ma, L.1    Wang, B.2    Chen, X.3    Xiong, J.4
  • 39
  • 40
    • 33846976193 scopus 로고    scopus 로고
    • Towards natural stimulation in fMRI - issues of data analysis
    • Malinen S., Hlushchuk Y., Hari R. Towards natural stimulation in fMRI - issues of data analysis. Neuroimage 2007, 35:131-139.
    • (2007) Neuroimage , vol.35 , pp. 131-139
    • Malinen, S.1    Hlushchuk, Y.2    Hari, R.3
  • 41
    • 2442535151 scopus 로고    scopus 로고
    • Survey of multi-objective optimization methods for engineering
    • Marler R.T., Arora J.S. Survey of multi-objective optimization methods for engineering. Struct. Multidiscip. Optim. 2004, 26:369-395.
    • (2004) Struct. Multidiscip. Optim. , vol.26 , pp. 369-395
    • Marler, R.T.1    Arora, J.S.2
  • 43
    • 0024621174 scopus 로고
    • On estimation of entropy and mutual information of continuous distributions
    • Moddemeijer R. On estimation of entropy and mutual information of continuous distributions. Signal Process. 1989, 16:233-248.
    • (1989) Signal Process. , vol.16 , pp. 233-248
    • Moddemeijer, R.1
  • 44
    • 0037305179 scopus 로고    scopus 로고
    • Power spectrum ranked independent component analysis of a periodic fMRI complex motor paradigm
    • Moritz C.H., Rogers B.P., Meyerand M.E. Power spectrum ranked independent component analysis of a periodic fMRI complex motor paradigm. Hum. Brain Mapp. 2003, 18:111-122.
    • (2003) Hum. Brain Mapp. , vol.18 , pp. 111-122
    • Moritz, C.H.1    Rogers, B.P.2    Meyerand, M.E.3
  • 47
    • 1542319069 scopus 로고    scopus 로고
    • Comparison of three methods for generating group statistical inferences from independent component analysis of functional magnetic resonance imaging data
    • Schmithorst V.J., Holland S.K. Comparison of three methods for generating group statistical inferences from independent component analysis of functional magnetic resonance imaging data. J. Magn. Reson. Imaging 2004, 19:365-368.
    • (2004) J. Magn. Reson. Imaging , vol.19 , pp. 365-368
    • Schmithorst, V.J.1    Holland, S.K.2
  • 49
    • 3042776628 scopus 로고    scopus 로고
    • Functional connectivity as revealed by spatial independent component analysis of fMRI measurements during rest
    • van de Ven V.G., Formisano E., Prvulovic D., Roeder C.H., Linden D.E. Functional connectivity as revealed by spatial independent component analysis of fMRI measurements during rest. Hum. Brain Mapp. 2004, 22:165-178.
    • (2004) Hum. Brain Mapp. , vol.22 , pp. 165-178
    • van de Ven, V.G.1    Formisano, E.2    Prvulovic, D.3    Roeder, C.H.4    Linden, D.E.5
  • 52
    • 44849087863 scopus 로고    scopus 로고
    • Ranking and averaging independent component analysis by reproducibility (RAICAR)
    • Yang Z., LaConte S., Weng X., Hu X. Ranking and averaging independent component analysis by reproducibility (RAICAR). Hum. Brain Mapp. 2008, 29:711-725.
    • (2008) Hum. Brain Mapp. , vol.29 , pp. 711-725
    • Yang, Z.1    LaConte, S.2    Weng, X.3    Hu, X.4
  • 53
    • 71849096723 scopus 로고    scopus 로고
    • Reliable intrinsic connectivity networks: test-retest evaluation using ICA and dual regression approach
    • Zuo X.N., Kelly C., Adelstein J.S., Klein D.F., Castellanos F.X., Milham M.P. Reliable intrinsic connectivity networks: test-retest evaluation using ICA and dual regression approach. Neuroimage 2010, 49:2163-2177.
    • (2010) Neuroimage , vol.49 , pp. 2163-2177
    • Zuo, X.N.1    Kelly, C.2    Adelstein, J.S.3    Klein, D.F.4    Castellanos, F.X.5    Milham, M.P.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.