메뉴 건너뛰기




Volumn 23, Issue 12, 2004, Pages 1453-1465

Nonnegative matrix factorization for rapid recovery of constituent spectra in magnetic resonance chemical shift imaging of the brain

Author keywords

Blind source separation (BSS); Chemical shift imaging (CSI); Hierarchical decomposition; Magnetic resonance (MR); Magnetic resonance spectroscopy (MRS); Nonnegative matrix factorization (NMF)

Indexed keywords

ALGORITHMS; BRAIN; COMPUTATIONAL METHODS; COMPUTER HARDWARE; DATA REDUCTION; MAGNETIC RESONANCE SPECTROSCOPY; MATRIX ALGEBRA; OPTIMIZATION; SIGNAL TO NOISE RATIO;

EID: 10044269618     PISSN: 02780062     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMI.2004.834626     Document Type: Article
Times cited : (152)

References (37)
  • 1
    • 0027442267 scopus 로고
    • Unreliability of contemporary imaging in evaluating suspected adult supratentorial (low-grade) astrocytoma
    • D. Kondziola, L. D. Lunsford, and A. J. Martinez, "Unreliability of contemporary imaging in evaluating suspected adult supratentorial (low-grade) astrocytoma," J. Neurosurg., vol. 79, pp. 533-536, 1993.
    • (1993) J. Neurosurg. , vol.79 , pp. 533-536
    • Kondziola, D.1    Lunsford, L.D.2    Martinez, A.J.3
  • 2
    • 0027935823 scopus 로고
    • Complications of CT-guided stereotactic biopsy of intra-axial brain lesions
    • M. Bernstein and A. G. Parrent, "Complications of CT-guided stereotactic biopsy of intra-axial brain lesions," J. Neurosurg., vol. 81, pp. 165-168, 1994.
    • (1994) J. Neurosurg. , vol.81 , pp. 165-168
    • Bernstein, M.1    Parrent, A.G.2
  • 5
    • 0043131975 scopus 로고    scopus 로고
    • H MR spectroscopy of brain tumours and masses
    • [51 F. A. Howe and K. S. Opstad, "'H MR spectroscopy of brain tumours and masses," NMR Biomed, vol. 16, pp. 123-131, 2003.
    • (2003) NMR Biomed , vol.16 , pp. 123-131
    • Howe, F.A.1    Opstad, K.S.2
  • 6
    • 0037074042 scopus 로고    scopus 로고
    • Magnetic resonance spectroscopy in medicine: Clinical impact
    • I. C. P. Smith and L. C. Stewart, "Magnetic resonance spectroscopy in medicine: Clinical impact," Progr. Nucl. Magn. Reson. Spectrosc., vol. 40, pp. 1-34, 2002.
    • (2002) Progr. Nucl. Magn. Reson. Spectrosc. , vol.40 , pp. 1-34
    • Smith, I.C.P.1    Stewart, L.C.2
  • 7
    • 0029029288 scopus 로고
    • Clinical MR spectroscopy: Fundamentals, current applications, and future potential
    • [71 J. P. Cousins, "Clinical MR spectroscopy: Fundamentals, current applications, and future potential," Amer. J. Roentgenol., vol. 164, pp. 1337-1347, 1995.
    • (1995) Amer. J. Roentgenol. , vol.164 , pp. 1337-1347
    • Cousins, J.P.1
  • 8
    • 0001655809 scopus 로고
    • NMR chemical shift imaging in three dimensions
    • T. Brown, B. Kincaid, and K. Ugurbil, "NMR chemical shift imaging in three dimensions," Proc. Nat. Acad. Sci., vol. 79, no. 11, pp. 3523-3526, 1982.
    • (1982) Proc. Nat. Acad. Sci. , vol.79 , Issue.11 , pp. 3523-3526
    • Brown, T.1    Kincaid, B.2    Ugurbil, K.3
  • 10
    • 0029666215 scopus 로고    scopus 로고
    • 1H MRS in vivo in brain tumors: Experience of Siemens cooperative clinical trial
    • 1H MRS in vivo in brain tumors: Experience of Siemens cooperative clinical trial," Anticancer Res., vol. 16, pp. 1533-1538, 1996.
    • (1996) Anticancer Res. , vol.16 , pp. 1533-1538
    • Negendank, W.G.1    Sauter, R.2
  • 12
    • 0026000851 scopus 로고
    • Immunocyto-chemical localization of N-acetyl-aspartate with monoclonal antibodies
    • M. L. Simmons, C. G. Frondoza, and J. T. Coyle, "Immunocyto-chemical localization of N-acetyl-aspartate with monoclonal antibodies," Neuroscience, vol. 45, pp. 37-45, 1991.
    • (1991) Neuroscience , vol.45 , pp. 37-45
    • Simmons, M.L.1    Frondoza, C.G.2    Coyle, J.T.3
  • 14
    • 0036789111 scopus 로고    scopus 로고
    • Breast cancer: In vivo proton MR spectroscopy in the characterization of histopathologic subtypes and preliminary observations in axillary node metastases
    • D. K. W. Yeung, W.-T. Yang, and G. M. K. Tse, "Breast cancer: In vivo proton MR spectroscopy in the characterization of histopathologic subtypes and preliminary observations in axillary node metastases," Radiology, vol. 225, pp. 190-197, 2002.
    • (2002) Radiology , vol.225 , pp. 190-197
    • Yeung, D.K.W.1    Yang, W.-T.2    Tse, G.M.K.3
  • 15
    • 0026691967 scopus 로고
    • Human brain tumors: Spectral patterns detected with localized H-l MR spectroscopy
    • H. Kugel, W. Heindel, R. I. Ernestus, J. Bunke, R. du Mesnil, and G. Friedmann, "Human brain tumors: Spectral patterns detected with localized H-l MR spectroscopy," Radiology, vol. 183, pp. 701-709, 1992.
    • (1992) Radiology , vol.183 , pp. 701-709
    • Kugel, H.1    Heindel, W.2    Ernestus, R.I.3    Bunke, J.4    Du Mesnil, R.5    Friedmann, G.6
  • 18
    • 0029189474 scopus 로고
    • Tumor metabolism: The lessons of magnetic resonance spectroscopy
    • M. Stubbs, R. L. Veech, and J. R. Griffiths, "Tumor metabolism: the lessons of magnetic resonance spectroscopy," Adv. Enzyme Regul., vol. 35, pp. 101-115, 1995.
    • (1995) Adv. Enzyme Regul. , vol.35 , pp. 101-115
    • Stubbs, M.1    Veech, R.L.2    Griffiths, J.R.3
  • 19
    • 0034963584 scopus 로고    scopus 로고
    • MR spectroscopy quantitation: A review of frequency domain methods
    • S. Mierisova and M. Ala-Korpela, "MR spectroscopy quantitation: A review of frequency domain methods," NMR Biomed., vol. 14, no. 4, pp. 247-259, 2001.
    • (2001) NMR Biomed. , vol.14 , Issue.4 , pp. 247-259
    • Mierisova, S.1    Ala-Korpela, M.2
  • 20
    • 0034963583 scopus 로고    scopus 로고
    • MR spectroscopy quantitation: A review of time-domain methods
    • L. Vanhamme, T. Sundin, P. V. Hecke, and S. V. Huffel, "MR spectroscopy quantitation: A review of time-domain methods," NMR Biomed., vol. 14, no. 4, pp. 233-246, 2001.
    • (2001) NMR Biomed. , vol.14 , Issue.4 , pp. 233-246
    • Vanhamme, L.1    Sundin, T.2    Hecke, P.V.3    Huffel, S.V.4
  • 24
    • 0033185631 scopus 로고    scopus 로고
    • Time domain quantification of series of biomedical magnetic resonance spectroscopy signals
    • L. Vanhamme, S. V. Huffel, P. V. Hecke, and D. V. Ormondt, "Time domain quantification of series of biomedical magnetic resonance spectroscopy signals,"J. Magn. Reson., vol. 140, pp. 120-130, 1999.
    • (1999) J. Magn. Reson. , vol.140 , pp. 120-130
    • Vanhamme, L.1    Huffel, S.V.2    Hecke, P.V.3    Ormondt, D.V.4
  • 25
    • 0001104444 scopus 로고    scopus 로고
    • Model-free analysis of mixtures by NMR using blind source separation
    • D. Nuzillard, S. Bourg, and J.-M. Nuzillard, "Model-free analysis of mixtures by NMR using blind source separation," J. Magn. Reson., vol. 133, pp. 358-363, 1998.
    • (1998) J. Magn. Reson. , vol.133 , pp. 358-363
    • Nuzillard, D.1    Bourg, S.2    Nuzillard, J.-M.3
  • 27
    • 0033093826 scopus 로고    scopus 로고
    • A new method for spectral decomposition using a bilinear Bayesian approach
    • M. F. Ochs, R. S. Stoyanova, F. Arias-Mendoza, and T. R. Brown, "A new method for spectral decomposition using a bilinear Bayesian approach," J. Magn. Reson., vol. 137, pp. 161-176, 1999.
    • (1999) J. Magn. Reson. , vol.137 , pp. 161-176
    • Ochs, M.F.1    Stoyanova, R.S.2    Arias-Mendoza, F.3    Brown, T.R.4
  • 28
    • 0033592606 scopus 로고    scopus 로고
    • Learning the parts of objects by nonnegative matrix factorization
    • D. D. Lee and H. S. Seung, "Learning the parts of objects by nonnegative matrix factorization," Nature, vol. 401, pp. 788-791, 1999.
    • (1999) Nature , vol.401 , pp. 788-791
    • Lee, D.D.1    Seung, H.S.2
  • 29
    • 84898964201 scopus 로고    scopus 로고
    • Algorithms for nonnegative matrix factorization
    • Cambridge, MA: MIT Press
    • _, "Algorithms for nonnegative matrix factorization," in Advances in Neural Information Processing Systems 13. Cambridge, MA: MIT Press, 2001, pp. 556-562.
    • (2001) Advances in Neural Information Processing Systems , vol.13 , pp. 556-562
  • 33
    • 0036018859 scopus 로고    scopus 로고
    • NMR spectral quantitation by principal component analysis: III. A generalized procedure for determination of lineshape variations
    • R. Stoyanova and T. R. Brown, "NMR spectral quantitation by principal component analysis: III. A generalized procedure for determination of lineshape variations," J. Magn. Reson., vol. 154, pp. 163-175, 2002.
    • (2002) J. Magn. Reson. , vol.154 , pp. 163-175
    • Stoyanova, R.1    Brown, T.R.2
  • 34
    • 0000695404 scopus 로고
    • Information-based objective functions for active data selection
    • D. J. C. Mackay, "Information-based objective functions for active data selection," Neural Comput., vol. 4, no. 4, pp. 590-604, 1992.
    • (1992) Neural Comput. , vol.4 , Issue.4 , pp. 590-604
    • Mackay, D.J.C.1
  • 37
    • 0036708124 scopus 로고    scopus 로고
    • 1H-magnetic resonance spectroscopy of human brain: Influence of composition and parameterization of the basis set in linear combination model-fitting
    • 1H-magnetic resonance spectroscopy of human brain: Influence of composition and parameterization of the basis set in linear combination model-fitting," Magn. Reson. Med., vol. 48, pp. 440-453, 2002.
    • (2002) Magn. Reson. Med. , vol.48 , pp. 440-453
    • Hofmann, L.1    Slotboom, J.2    Jung, B.3    Maloca, P.4    Boesch, C.5    Kreis, R.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.