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Volumn 96, Issue , 2014, Pages 245-260

Restricted Boltzmann machines for neuroimaging: An application in identifying intrinsic networks

Author keywords

DBN; FMRI; ICA; Intrinsic networks; RBM

Indexed keywords

ACCURACY; ARTICLE; CONTROLLED STUDY; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; INTERMETHOD COMPARISON; INTRINSIC NETWORK; LINEAR SYSTEM; MATHEMATICAL MODEL; NERVE CELL NETWORK; NEUROIMAGING; PRIORITY JOURNAL; PROBABILITY; RESTRICTED BOLTZMANN MACHINE; ARTIFICIAL NEURAL NETWORK; AUTOMATED PATTERN RECOGNITION; BRAIN; BRAIN MAPPING; COMPUTER ASSISTED DIAGNOSIS; FEMALE; NUCLEAR MAGNETIC RESONANCE IMAGING; PHYSIOLOGY; PROCEDURES; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; STATISTICAL ANALYSIS; STATISTICS; YOUNG ADULT;

EID: 84899931628     PISSN: 10538119     EISSN: 10959572     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2014.03.048     Document Type: Article
Times cited : (136)

References (43)
  • 3
    • 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(4):4141-4159.
    • (2012) Neuroimage , vol.59 , Issue.4 , pp. 4141-4159
    • Allen, E.A.1    Erhardt, E.B.2    Wei, Y.3    Eichele, T.4    Calhoun, V.D.5
  • 5
    • 25444456446 scopus 로고    scopus 로고
    • Investigations into resting-state connectivity using independent component analysis
    • Beckmann C.F., DeLuca M., Devlin J.T., Smith S.M. Investigations into resting-state connectivity using independent component analysis. Phil. Trans. R. Soc. B 2005, 360(1457):1001-1013.
    • (2005) Phil. Trans. R. Soc. B , vol.360 , Issue.1457 , pp. 1001-1013
    • Beckmann, C.F.1    DeLuca, M.2    Devlin, J.T.3    Smith, S.M.4
  • 6
    • 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.
    • (1995) Neural Comput. , vol.7
    • Bell, A.J.1    Sejnowski, T.J.2
  • 8
    • 84876220822 scopus 로고    scopus 로고
    • Unsupervised feature learning and deep learning: a review and new perspectives
    • (abs/1206.5538)
    • Bengio Y., Courville A.C., Vincent P. Unsupervised feature learning and deep learning: a review and new perspectives. Comput.Res. Repository 2012, (abs/1206.5538).
    • (2012) Comput.Res. Repository
    • Bengio, Y.1    Courville, A.C.2    Vincent, P.3
  • 9
    • 0029166541 scopus 로고
    • Functional connectivity in the motor cortex of resting human brain using echo-planar MRI
    • Biswal B., Zerrin Yetkin F., Haughton V.M., Hyde J.S. Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn. Reson. Med. 1995, 34(4):537-541.
    • (1995) Magn. Reson. Med. , vol.34 , Issue.4 , pp. 537-541
    • Biswal, B.1    Zerrin Yetkin, F.2    Haughton, V.M.3    Hyde, J.S.4
  • 11
    • 84870993474 scopus 로고    scopus 로고
    • Multi-subject independent component analysis of fMRI: a decade of intrinsic networks, default mode, and neurodiagnostic discovery
    • Calhoun V.D., Adali T. Multi-subject independent component analysis of fMRI: a decade of intrinsic networks, default mode, and neurodiagnostic discovery. IEEE Rev. Biomed. Eng. 2012, 5.
    • (2012) IEEE Rev. Biomed. Eng. , vol.5
    • Calhoun, V.D.1    Adali, T.2
  • 12
    • 44949159748 scopus 로고    scopus 로고
    • Modulation of temporally coherent brain networks estimated using ICA at rest and during cognitive tasks
    • Calhoun V.D., Kiehl K.A., Pearlson G.D. Modulation of temporally coherent brain networks estimated using ICA at rest and during cognitive tasks. Hum. Brain Mapp. 2008, 29.
    • (2008) Hum. Brain Mapp. , vol.29
    • Calhoun, V.D.1    Kiehl, K.A.2    Pearlson, G.D.3
  • 16
    • 84857029874 scopus 로고    scopus 로고
    • SimTB, a simulation toolbox for fMRI data under a model of spatiotemporal separability
    • Erhardt E., Allen E.A., Wei Y., Eichele T. SimTB, a simulation toolbox for fMRI data under a model of spatiotemporal separability. Neuroimage 2012, 59(4).
    • (2012) Neuroimage , vol.59 , Issue.4
    • Erhardt, E.1    Allen, E.A.2    Wei, Y.3    Eichele, T.4
  • 21
    • 0013344078 scopus 로고    scopus 로고
    • Training products of experts by minimizing contrastive divergence
    • Hinton G. Training products of experts by minimizing contrastive divergence. Neural Comput. 2000, 14.
    • (2000) Neural Comput. , vol.14
    • Hinton, G.1
  • 22
    • 84861125212 scopus 로고    scopus 로고
    • A practical guide to training restricted Boltzmann machines
    • Hinton G. A practical guide to training restricted Boltzmann machines. Momentum 2010, 9(1).
    • (2010) Momentum , vol.9 , Issue.1
    • Hinton, G.1
  • 23
    • 33745805403 scopus 로고    scopus 로고
    • A fast learning algorithm for deep belief nets
    • Hinton G., Osindero S. A fast learning algorithm for deep belief nets. Neural Comput. 2006, 18.
    • (2006) Neural Comput. , vol.18
    • Hinton, G.1    Osindero, S.2
  • 24
    • 33746600649 scopus 로고    scopus 로고
    • Reducing the dimensionality of data with neural networks
    • Hinton G., Salakhutdinov R. Reducing the dimensionality of data with neural networks. Science 2006.
    • (2006) Science
    • Hinton, G.1    Salakhutdinov, R.2
  • 33
    • 79957450857 scopus 로고    scopus 로고
    • Weight-conserving characterization of complex functional brain networks
    • Rubinov M., Sporns O. Weight-conserving characterization of complex functional brain networks. Neuroimage 2011, 56(4):2068-2079.
    • (2011) Neuroimage , vol.56 , Issue.4 , pp. 2068-2079
    • Rubinov, M.1    Sporns, O.2
  • 35
    • 78149327745 scopus 로고    scopus 로고
    • Generative Versus Discriminative Training of RBMs for Classification of fMRI Images
    • Schmah T., Hinton G.E., Zemel R.S., Small S.L., Strother S.C. Generative Versus Discriminative Training of RBMs for Classification of fMRI Images. NIPS 2008, 1409-1416.
    • (2008) NIPS , pp. 1409-1416
    • Schmah, T.1    Hinton, G.E.2    Zemel, R.S.3    Small, S.L.4    Strother, S.C.5
  • 36
    • 36049044204 scopus 로고    scopus 로고
    • Matlab Implementation of Lasso, Lars, the Elastic Net and SPCA
    • Technical University of Denmark (DTU)
    • Sjöstrand K. Matlab Implementation of Lasso, Lars, the Elastic Net and SPCA. Informatics and Mathematical Modelling 2005, Technical University of Denmark (DTU).
    • (2005) Informatics and Mathematical Modelling
    • Sjöstrand, K.1
  • 38
  • 39
    • 79952396607 scopus 로고    scopus 로고
    • Lateral differences in the default mode network in healthy controls and patients with schizophrenia
    • Swanson N., Eichele T., Pearlson G., Kiehl K., Yu Q., Calhoun V.D. Lateral differences in the default mode network in healthy controls and patients with schizophrenia. Hum. Brain Mapp. 2011, 32(4):654-664.
    • (2011) Hum. Brain Mapp. , vol.32 , Issue.4 , pp. 654-664
    • Swanson, N.1    Eichele, T.2    Pearlson, G.3    Kiehl, K.4    Yu, Q.5    Calhoun, V.D.6
  • 40
    • 78649652820 scopus 로고    scopus 로고
    • Neural decoding with hierarchical generative models
    • van Gerven M.A., de Lange F.P., Heskes T. Neural decoding with hierarchical generative models. Neural Comput. 2010, 22(12):3127-3142.
    • (2010) Neural Comput. , vol.22 , Issue.12 , pp. 3127-3142
    • van Gerven, M.A.1    de Lange, F.P.2    Heskes, T.3
  • 43
    • 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(3):2163-2177.
    • (2010) Neuroimage , vol.49 , Issue.3 , 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.