메뉴 건너뛰기




Volumn 27, Issue 7, 2000, Pages 1509-1522

Feature selection and classifier performance in computer-aided diagnosis: The effect of finite sample size

Author keywords

Computer aided diagnosis; Effects of finite sample size; Feature selection; Linear discriminant analysis

Indexed keywords

COMPUTER AIDED ANALYSIS; COMPUTER AIDED DIAGNOSIS; COVARIANCE MATRIX; DISCRIMINANT ANALYSIS; SAMPLING;

EID: 0033863591     PISSN: 00942405     EISSN: None     Source Type: Journal    
DOI: 10.1118/1.599017     Document Type: Article
Times cited : (122)

References (36)
  • 2
    • 0008365130 scopus 로고    scopus 로고
    • Finite-sample effects and resampling plans: Application to linear classifiers in computer-aided diagnosis
    • R. F. Wagner, H.-P. Chan, J. Mossoba, B. Sahiner, and N. Petrick, "Finite-sample effects and resampling plans: Application to linear classifiers in computer-aided diagnosis," Proc. SPIE Conf. Medical Imaging 3034, 467-477 (1997).
    • (1997) Proc. SPIE Conf. Medical Imaging , vol.3034 , pp. 467-477
    • Wagner, R.F.1    Chan, H.-P.2    Mossoba, J.3    Sahiner, B.4    Petrick, N.5
  • 6
    • 0033461791 scopus 로고    scopus 로고
    • Classifier design for computer-aided diagnosis: Effects of finite sample size on the mean performance of classical and neural network classifiers
    • H.-P. Chan, B. Sahiner, R. F. Wagner, and N. Petrick, "Classifier design for computer-aided diagnosis: Effects of finite sample size on the mean performance of classical and neural network classifiers," Med. Phys. 26, 2654-2668 (1999).
    • (1999) Med. Phys. , vol.26 , pp. 2654-2668
    • Chan, H.-P.1    Sahiner, B.2    Wagner, R.F.3    Petrick, N.4
  • 8
    • 0026873908 scopus 로고
    • Texture feature for classification of ultrasonic liver images
    • C.-M. Wu, Y.-C. Chen, and K.-S. Hsieh, "Texture feature for classification of ultrasonic liver images," IEEE Trans. Med. Imaging 11, 141-152 (1992).
    • (1992) IEEE Trans. Med. Imaging , vol.11 , pp. 141-152
    • Wu, C.-M.1    Chen, Y.-C.2    Hsieh, K.-S.3
  • 10
    • 0032081269 scopus 로고    scopus 로고
    • MR image texture analysis applied to the diagnosis and tracking of Alzheimer's disease
    • P. A. Freeborough and N. C. Fox, "MR image texture analysis applied to the diagnosis and tracking of Alzheimer's disease," IEEE Trans. Med. Imaging 17, 475-479 (1998).
    • (1998) IEEE Trans. Med. Imaging , vol.17 , pp. 475-479
    • Freeborough, P.A.1    Fox, N.C.2
  • 11
    • 0031976735 scopus 로고    scopus 로고
    • Computerized characterization of masses on mammograms: The rubber band straightening transform and texture analysis
    • B. Sahiner, H.-P. Chan, N. Petrick, M. A. Helvie, D. D. Adler, and M. M. Goodsitt, "Computerized characterization of masses on mammograms: The rubber band straightening transform and texture analysis," Med. Phys. 25, 516-526 (1998).
    • (1998) Med. Phys. , vol.25 , pp. 516-526
    • Sahiner, B.1    Chan, H.-P.2    Petrick, N.3    Helvie, M.A.4    Adler, D.D.5    Goodsitt, M.M.6
  • 12
    • 0027851280 scopus 로고
    • Improving the distinction between benign and malignant breast lesions: The value of sonographic texture analysis
    • B. S. Garra, B. H. Krasner, S. C. Horri, S. Ascher, S. K. Mun, and R. K. Zeman, "Improving the distinction between benign and malignant breast lesions: The value of sonographic texture analysis," Ultrason. Imaging 15, 267-285 (1993).
    • (1993) Ultrason. Imaging , vol.15 , pp. 267-285
    • Garra, B.S.1    Krasner, B.H.2    Horri, S.C.3    Ascher, S.4    Mun, S.K.5    Zeman, R.K.6
  • 13
    • 0031657391 scopus 로고    scopus 로고
    • Computerized analysis of breast lesions in three dimensions using dynamic magnetic-resonance imaging
    • K. G. A. Gilhuijs and M. L. Giger, "Computerized analysis of breast lesions in three dimensions using dynamic magnetic-resonance imaging," Med. Phys. 25, 1647-1654 (1998).
    • (1998) Med. Phys. , vol.25 , pp. 1647-1654
    • Gilhuijs, K.G.A.1    Giger, M.L.2
  • 14
    • 0029378347 scopus 로고
    • Feature selection in the pattern classification problem of digital chest radiograph segmentation
    • M. F. McNitt-Gray, H. K. Huang, and J. W. Sayre, "Feature selection in the pattern classification problem of digital chest radiograph segmentation," IEEE Trans. Med. Imaging 14, 537-547 (1995).
    • (1995) IEEE Trans. Med. Imaging , vol.14 , pp. 537-547
    • McNitt-Gray, M.F.1    Huang, H.K.2    Sayre, J.W.3
  • 15
    • 0027512684 scopus 로고
    • Artificial neural networks in mammography: Application to decision making in the diagnosis of breast cancer
    • Y. Wu, M. L. Giger, K. Doi, C. J. Vyborny, R. A. Schmidt, and C. E. Metz, "Artificial neural networks in mammography: application to decision making in the diagnosis of breast cancer," Radiology 187, 81-87 (1993).
    • (1993) Radiology , vol.187 , pp. 81-87
    • Wu, Y.1    Giger, M.L.2    Doi, K.3    Vyborny, C.J.4    Schmidt, R.A.5    Metz, C.E.6
  • 16
    • 0026483164 scopus 로고
    • Improvement in specificity of ultrasonography for diagnosis of breast tumors by means of artificial intelligence
    • V. Goldberg, A. Manduca, D. L. Evert, J. J. Gisvold, and J. F. Greenleaf, "Improvement in specificity of ultrasonography for diagnosis of breast tumors by means of artificial intelligence," Med. Phys. 19, 1475-1481 (1992).
    • (1992) Med. Phys. , vol.19 , pp. 1475-1481
    • Goldberg, V.1    Manduca, A.2    Evert, D.L.3    Gisvold, J.J.4    Greenleaf, J.F.5
  • 21
    • 0029051116 scopus 로고
    • Computer-aided classification of mammographic masses and normal tissue: Linear discriminant analysis in texture feature space
    • H.-P. Chan, D. Wei, M. A. Helvie, B. Sahiner, D. D. Adler, M. M. Goodsitt, and N. Petrick, "Computer-aided classification of mammographic masses and normal tissue: Linear discriminant analysis in texture feature space," Phys. Med. Biol. 40, 857-876 (1995).
    • (1995) Phys. Med. Biol. , vol.40 , pp. 857-876
    • Chan, H.-P.1    Wei, D.2    Helvie, M.A.3    Sahiner, B.4    Adler, D.D.5    Goodsitt, M.M.6    Petrick, N.7
  • 22
    • 0031733057 scopus 로고    scopus 로고
    • Computerized analysis of mammographic microcalcifications in morphological and texture feature spaces
    • H.-P. Chan, B. Sahiner, K. L. Lam, N. Petrick, M. A. Helvie, M. M. Goodsitt, and D. D. Adler, "Computerized analysis of mammographic microcalcifications in morphological and texture feature spaces, " Med. Phys. 25, 2007-2019 (1998).
    • (1998) Med. Phys. , vol.25 , pp. 2007-2019
    • Chan, H.-P.1    Sahiner, B.2    Lam, K.L.3    Petrick, N.4    Helvie, M.A.5    Goodsitt, M.M.6    Adler, D.D.7
  • 23
    • 0029848678 scopus 로고    scopus 로고
    • Automated detection of breast masses on mammograms using adaptive contrast enhancement and tissue classification
    • N. Patrick, H.-P. Chan, D. Wei, B. Sahiner, M. A. Helvie, and D. D. Adler, "Automated detection of breast masses on mammograms using adaptive contrast enhancement and tissue classification," Med. Phys. 23, 1685-1696 (1996).
    • (1996) Med. Phys. , vol.23 , pp. 1685-1696
    • Patrick, N.1    Chan, H.-P.2    Wei, D.3    Sahiner, B.4    Helvie, M.A.5    Adler, D.D.6
  • 26
    • 0000920209 scopus 로고
    • A decision-making theory of visual detection
    • W. P. Tanner and J. A. Swets, "A decision-making theory of visual detection," Psychol. Rev. 61, 401-409 (1954).
    • (1954) Psychol. Rev. , vol.61 , pp. 401-409
    • Tanner, W.P.1    Swets, J.A.2
  • 28
    • 0018390029 scopus 로고
    • ROC analysis applied to the evaluation of medical imaging techniques
    • J. A. Swets, "ROC analysis applied to the evaluation of medical imaging techniques," Invest. Radiol. 14, 109-121 (1979).
    • (1979) Invest. Radiol. , vol.14 , pp. 109-121
    • Swets, J.A.1
  • 29
    • 0020083498 scopus 로고
    • The meaning and use of the area under a receiver operating characteristic (ROC) curve
    • J. Hanley and B. McNeil, "The meaning and use of the area under a receiver operating characteristic (ROC) curve," Radiology 143, 29-36 (1982).
    • (1982) Radiology , vol.143 , pp. 29-36
    • Hanley, J.1    McNeil, B.2
  • 30
    • 0022470978 scopus 로고
    • ROC methodology in radiologie imaging
    • C. E. Metz, "ROC methodology in radiologie imaging," Invest. Radiol. 21, 720-733 (1986).
    • (1986) Invest. Radiol. , vol.21 , pp. 720-733
    • Metz, C.E.1
  • 31
    • 33744569963 scopus 로고
    • What is the best index of detectability
    • A. J. Simpson and M. J. Fitter, "What is the best index of detectability," Psychol. Bull, 80 (1973).
    • (1973) Psychol. Bull , pp. 80
    • Simpson, A.J.1    Fitter, M.J.2
  • 32
    • 0032525017 scopus 로고    scopus 로고
    • Maximum likelihood estimation of receiver operating characteristic (ROC) curves from continuously-distributed data
    • C. E. Metz, B. A. Herman, and J.-H. Shen, "Maximum likelihood estimation of receiver operating characteristic (ROC) curves from continuously-distributed data," Statistics in Medicine 17, 1033-1053 (1998).
    • (1998) Statistics in Medicine , vol.17 , pp. 1033-1053
    • Metz, C.E.1    Herman, B.A.2    Shen, J.-H.3
  • 33
    • 38649132833 scopus 로고
    • Maximum likelihood estimation of parameters of signal detection theory and determination of confidence intervalsrating method data
    • D. Dorfman and E. Alf, "Maximum likelihood estimation of parameters of signal detection theory and determination of confidence intervalsrating method data," J. Math. Psychol. 6, 487 (1969).
    • (1969) J. Math. Psychol. , vol.6 , pp. 487
    • Dorfman, D.1    Alf, E.2
  • 35
    • 0026120032 scopus 로고
    • Small sample size effects in statistical pattern recognition: Recommendations for practitioners
    • S. J. Raudys and A. K. Jain, "Small sample size effects in statistical pattern recognition: Recommendations for practitioners," IEEE Trans. Pattern Anal. Mach. Intell. 13, 252-264 (1991).
    • (1991) IEEE Trans. Pattern Anal. Mach. Intell. , vol.13 , pp. 252-264
    • Raudys, S.J.1    Jain, A.K.2
  • 36
    • 77957741951 scopus 로고
    • On the mean accuracy of statistical pattern recognizers
    • G. F. Hughes, "On the mean accuracy of statistical pattern recognizers," IEEE Trans. Inf. Theory 14, 55-63 (1968).
    • (1968) IEEE Trans. Inf. Theory , vol.14 , pp. 55-63
    • Hughes, G.F.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.