메뉴 건너뛰기




Volumn 237, Issue , 2013, Pages 59-72

Computer-aided diagnosis of Alzheimer's type dementia combining support vector machines and discriminant set of features

Author keywords

Alzheimer's type dementia; Computer aided diagnosis; Feature extraction; Support vector machines

Indexed keywords

ALZHEIMER'S; ALZHEIMER'S DISEASE; CORRELATION PARAMETERS; POSITRON EMISSION TOMOGRAPHY (PET); RADIAL BASIS FUNCTION(RBF); REGIONS OF INTEREST; SEMI-QUANTITATIVE ANALYSIS; STANDARD DEVIATION;

EID: 84876977318     PISSN: 00200255     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ins.2009.05.012     Document Type: Conference Paper
Times cited : (129)

References (57)
  • 1
    • 54849380800 scopus 로고    scopus 로고
    • Automatic identification of cardiac health using modeling techniques: A comparative study
    • U.R. Acharya, M. Sankaranarayanan, J. Nayak, C. Xiang, and T. Tamura Automatic identification of cardiac health using modeling techniques: a comparative study Information Sciences 178 23 2008 4571 4582
    • (2008) Information Sciences , vol.178 , Issue.23 , pp. 4571-4582
    • Acharya, U.R.1    Sankaranarayanan, M.2    Nayak, J.3    Xiang, C.4    Tamura, T.5
  • 3
    • 0032970425 scopus 로고    scopus 로고
    • Nonlinear spatial normalization using basis functions
    • J. Ashburner, and K.J. Friston Nonlinear spatial normalization using basis functions Human Brain Mapping 7 4 1999 254 266
    • (1999) Human Brain Mapping , vol.7 , Issue.4 , pp. 254-266
    • Ashburner, J.1    Friston, K.J.2
  • 4
    • 0025863618 scopus 로고
    • Neuropathological stageing of Alzheimer-related changes
    • H. Braak, and E. Braak Neuropathological stageing of Alzheimer-related changes Acta Neuropathologica 82 4 1991 239 259
    • (1991) Acta Neuropathologica , vol.82 , Issue.4 , pp. 239-259
    • Braak, H.1    Braak, E.2
  • 5
    • 0036788460 scopus 로고    scopus 로고
    • Analytic and iterative reconstruction algorithms in SPECT
    • P.P. Bruyant Analytic and iterative reconstruction algorithms in SPECT The Journal of Nuclear Medicine 43 10 2002 1343 1358
    • (2002) The Journal of Nuclear Medicine , vol.43 , Issue.10 , pp. 1343-1358
    • Bruyant, P.P.1
  • 6
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • C.J.C. Burges A tutorial on support vector machines for pattern recognition Data Mining and Knowledge Discovery 2 2 1998 121 167
    • (1998) Data Mining and Knowledge Discovery , vol.2 , Issue.2 , pp. 121-167
    • Burges, C.J.C.1
  • 7
    • 59149098920 scopus 로고    scopus 로고
    • Associated evolution of a support vector machine-based classifier for pedestrian detection
    • X. Cao, Y. Xu, D. Chen, and H. Qiao Associated evolution of a support vector machine-based classifier for pedestrian detection Information Sciences 179 8 2009 1070 1077
    • (2009) Information Sciences , vol.179 , Issue.8 , pp. 1070-1077
    • Cao, X.1    Xu, Y.2    Chen, D.3    Qiao, H.4
  • 11
    • 84918441630 scopus 로고
    • Geometrical and statistical properties of systems of linear inequalities with applications in pattern recognition
    • T.M. Cover Geometrical and statistical properties of systems of linear inequalities with applications in pattern recognition IEEE Transactions on Electronic Computers 14 3 1965 326 334
    • (1965) IEEE Transactions on Electronic Computers , vol.14 , Issue.3 , pp. 326-334
    • Cover, T.M.1
  • 16
    • 33947376436 scopus 로고    scopus 로고
    • SVM feature selection for classification of SPECT images of Alzheimer's disease using spatial information
    • G. Fung, and J. Stoeckel SVM feature selection for classification of SPECT images of Alzheimer's disease using spatial information Knowledge and Information Systems 11 2 2007 243 258
    • (2007) Knowledge and Information Systems , vol.11 , Issue.2 , pp. 243-258
    • Fung, G.1    Stoeckel, J.2
  • 24
    • 0033767352 scopus 로고    scopus 로고
    • FDG PET imaging in patients with pathologically verified dementia
    • J.M. Hoffman, K.A. Welsh-Bohmer, and M. Hanson FDG PET imaging in patients with pathologically verified dementia Journal of Nuclear Medicine 41 11 2000 1920 1928
    • (2000) Journal of Nuclear Medicine , vol.41 , Issue.11 , pp. 1920-1928
    • Hoffman, J.M.1    Welsh-Bohmer, K.A.2    Hanson, M.3
  • 25
    • 0028700063 scopus 로고
    • Accelerated image reconstruction using ordered subsets of projection data
    • H.M. Hudson, and R.S. Larkin Accelerated image reconstruction using ordered subsets of projection data IEEE Transactions on Medical Imaging 13 4 1994 601 609
    • (1994) IEEE Transactions on Medical Imaging , vol.13 , Issue.4 , pp. 601-609
    • Hudson, H.M.1    Larkin, R.S.2
  • 27
    • 84957069814 scopus 로고    scopus 로고
    • Text categorization with support vector machines: Learning with many relevant features
    • T. Joachims Text categorization with support vector machines: learning with many relevant features Lecture Notes in Computer Science 1398 1998 137 142
    • (1998) Lecture Notes in Computer Science , vol.1398 , pp. 137-142
    • Joachims, T.1
  • 28
    • 84860405366 scopus 로고    scopus 로고
    • Support vector machines based analysis of brain SPECT images for determining cerebral abnormalities in asymptomatic diabetic patients
    • I. Kalatzis, D. Pappas, N. Piliouras, and D. Cavouras Support vector machines based analysis of brain SPECT images for determining cerebral abnormalities in asymptomatic diabetic patients Medical Informatics and the Internet in Medicine 28 3 2003 221 230
    • (2003) Medical Informatics and the Internet in Medicine , vol.28 , Issue.3 , pp. 221-230
    • Kalatzis, I.1    Pappas, D.2    Piliouras, N.3    Cavouras, D.4
  • 31
    • 0021327145 scopus 로고
    • EM reconstruction for emission and transmission tomography
    • K. Lange, and R. Carson EM reconstruction for emission and transmission tomography Journal of Computer Assisted Tomography 8 1984 306 312
    • (1984) Journal of Computer Assisted Tomography , vol.8 , pp. 306-312
    • Lange, K.1    Carson, R.2
  • 33
    • 0029040216 scopus 로고
    • A diagnostic approach in Alzheimer's disease using three dimensional stereotactic surface projections of fluorine-18-FDG PET
    • S. Minoshima, K.A. Frey, R.A. Koeppe, N.L. Foster, and D.E. Kuhl A diagnostic approach in Alzheimer's disease using three dimensional stereotactic surface projections of fluorine-18-FDG PET Journal of Nuclear Medicine 36 7 1995 1238 1248
    • (1995) Journal of Nuclear Medicine , vol.36 , Issue.7 , pp. 1238-1248
    • Minoshima, S.1    Frey, K.A.2    Koeppe, R.A.3    Foster, N.L.4    Kuhl, D.E.5
  • 35
    • 24144432785 scopus 로고    scopus 로고
    • Tongue image analysis for appendicitis diagnosis
    • B. Pang, D. Zhang, and K. Wang Tongue image analysis for appendicitis diagnosis Information Sciences 175 3 2005 160 176
    • (2005) Information Sciences , vol.175 , Issue.3 , pp. 160-176
    • Pang, B.1    Zhang, D.2    Wang, K.3
  • 40
    • 33750216968 scopus 로고    scopus 로고
    • SVM-based speech endpoint detection using contextual speech features
    • J. Ramírez, P. Yélamos, J.M. Górriz, and J.C. Segura SVM-based speech endpoint detection using contextual speech features Electronics Letters 42 7 2006 877 879
    • (2006) Electronics Letters , vol.42 , Issue.7 , pp. 877-879
    • Ramírez, J.1    Yélamos, P.2    Górriz, J.M.3    Segura, J.C.4
  • 41
    • 67649535812 scopus 로고    scopus 로고
    • An automatic thresholdbased scaling method for enhancing the usefulness of Tc-HMPAO SPECT in the diagnosis of Alzheimers disease, Medical Image Computing and Computer-Assisted Intervention - MICCAI
    • P. Saxena, D.G. Pavel, J.C. Quintana, and B. Horwitz An automatic thresholdbased scaling method for enhancing the usefulness of Tc-HMPAO SPECT in the diagnosis of Alzheimers disease, Medical Image Computing and Computer-Assisted Intervention - MICCAI Lecture Notes in Computer Science 1496 1998 623 630
    • (1998) Lecture Notes in Computer Science , vol.1496 , pp. 623-630
    • Saxena, P.1    Pavel, D.G.2    Quintana, J.C.3    Horwitz, B.4
  • 42
    • 0035480393 scopus 로고    scopus 로고
    • Towards automated enhancement, segmentation and classification of digital brain images using networks of networks
    • D.D. Sha, and J.P. Sutton Towards automated enhancement, segmentation and classification of digital brain images using networks of networks Information Sciences 138 1-4 2001 45 77
    • (2001) Information Sciences , vol.138 , Issue.14 , pp. 45-77
    • Sha, D.D.1    Sutton, J.P.2
  • 43
    • 0035824167 scopus 로고    scopus 로고
    • Positron emission tomography in evaluation of dementia: Regional brain metabolism and long-term outcome
    • D.H. Silverman, G.W. Small, and C.Y. Chang Positron emission tomography in evaluation of dementia: regional brain metabolism and long-term outcome Journal of the American Medical Association 286 17 2001 2120 2127
    • (2001) Journal of the American Medical Association , vol.286 , Issue.17 , pp. 2120-2127
    • Silverman, D.H.1    Small, G.W.2    Chang, C.Y.3
  • 45
    • 34548551168 scopus 로고    scopus 로고
    • SVM feature selection for classification of SPECT images of Alzheimer's disease using spatial information
    • J. Stoeckel, G. Fung, SVM feature selection for classification of SPECT images of Alzheimer's disease using spatial information, in: Proc. of the Fifth International Conference on Data Mining (ICDM05), 2005, pp. 410-417.
    • (2005) Proc. of the Fifth International Conference on Data Mining (ICDM05) , pp. 410-417
    • Stoeckel, J.1    Fung, G.2
  • 48
    • 33746424489 scopus 로고    scopus 로고
    • Asymmetric bagging and random subspace for support vector machines-based relevance feedback in image retrieval
    • D. Tao, X. Tang, X. Li, and X. Wu Asymmetric bagging and random subspace for support vector machines-based relevance feedback in image retrieval IEEE Transactions on Pattern Analysis and Machine Intelligence 28 7 2006 1088 1099
    • (2006) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.28 , Issue.7 , pp. 1088-1099
    • Tao, D.1    Tang, X.2    Li, X.3    Wu, X.4
  • 49
    • 33750302031 scopus 로고    scopus 로고
    • Color image watermark extraction based on support vector machines
    • H.-H. Tsai, and D.-W. Sun Color image watermark extraction based on support vector machines Information Sciences 177 2 2007 550 569
    • (2007) Information Sciences , vol.177 , Issue.2 , pp. 550-569
    • Tsai, H.-H.1    Sun, D.-W.2
  • 55
    • 0009491410 scopus 로고    scopus 로고
    • Spatial transformation models
    • I.N. Bankman, Academic Press San Diego (Chapter 29)
    • R.P. Woods Spatial transformation models I.N. Bankman, Handbook of Medical Imaging 2000 Academic Press San Diego 465 490 (Chapter 29)
    • (2000) Handbook of Medical Imaging , pp. 465-490
    • Woods, R.P.1
  • 57
    • 38349077304 scopus 로고    scopus 로고
    • Classifying mental tasks based on features of higher-order statistics from EEG signals in brain-computer interface
    • S.-M. Zhou, J.Q. Gan, and F. Sepulveda Classifying mental tasks based on features of higher-order statistics from EEG signals in brain-computer interface Information Sciences 178 6 2008 1629 1640
    • (2008) Information Sciences , vol.178 , Issue.6 , pp. 1629-1640
    • Zhou, S.-M.1    Gan, J.Q.2    Sepulveda, F.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.