메뉴 건너뛰기




Volumn 35, Issue 2 SPEC. ISSUE, 2012, Pages 223-237

Comparison between SVM and logistic regression: Which one is better to discriminate?;Comparación entre SVM y regresión logística: ¿cuál es más recomendable para discriminar?

Author keywords

Classification; Genetics; Logistic regression; Simulation; Support vector machines

Indexed keywords


EID: 84867587433     PISSN: 01201751     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (58)

References (29)
  • 3
    • 0002245963 scopus 로고
    • Joint dependence of the risk of coronary heart disease on serum cholesterol and systolic blood pressure: A discriminant function analysis
    • Cornfield, J. (1962), 'Joint dependence of the risk of coronary heart disease on serum cholesterol and systolic blood pressure: A discriminant function analysis', Proceedings of the Federal American Society of Experimental Biology 21, 58-61.
    • (1962) Proceedings of the Federal American Society of Experimental Biology , vol.21 , pp. 58-61
    • Cornfield, J.1
  • 4
    • 34249753618 scopus 로고
    • Support-vector networks
    • Cortes, C. & Vapnik, V. (1995), 'Support-vector networks', Machine Learning 20(3), 273-297.
    • (1995) Machine Learning , vol.20 , Issue.3 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 5
    • 84918441630 scopus 로고
    • Geometrical and statistical properties of systems of linear inequalities with applications in pattern recognition
    • Cover, T. M. (1965), 'Geometrical and statistical properties of systems of linear inequalities with applications in pattern recognition', IEEE Transactions on Electronic Computers 14, 326-334.
    • (1965) IEEE Transactions on Electronic Computers , vol.14 , pp. 326-334
    • Cover, T.M.1
  • 7
    • 17644374175 scopus 로고    scopus 로고
    • Support vector machine-based image classification for genetic syndrome diagnosis
    • David, A. & Lerner, B. (2005), 'Support vector machine-based image classification for genetic syndrome diagnosis', Pattern Recognition Letters 26, 1029-1038.
    • (2005) Pattern Recognition Letters , vol.26 , pp. 1029-1038
    • David, A.1    Lerner, B.2
  • 8
    • 0014097063 scopus 로고
    • A general maximum likelihood discriminant
    • Day, N. & Kerridge, D. (1967), 'A general maximum likelihood discriminant', Biometrics 23, 313-323.
    • (1967) Biometrics , vol.23 , pp. 313-323
    • Day, N.1    Kerridge, D.2
  • 9
    • 84867602990 scopus 로고    scopus 로고
    • R package version 1.5-27 e1071: Misc Functions of the Department of Statistics (e1071), TU Wien
    • Dimitriadou, E., Hornik, K., Leisch, F., Meyer, D., &Weingessel, A. (2011), e1071: Misc Functions of the Department of Statistics (e1071), TU Wien. R package version 1.5-27. *http://CRAN.R-project.org/package=e1071
    • (2011)
    • Dimitriadou, E.1    Hornik, K.2    Leisch, F.3    Meyer, D.4    Weingessel, A.5
  • 10
    • 0000764772 scopus 로고
    • The use of multiple measurements in taxonomic problems
    • Fisher, R. (1936), 'The use of multiple measurements in taxonomic problems', Annual Eugenics 7, 179-188.
    • (1936) Annual Eugenics , vol.7 , pp. 179-188
    • Fisher, R.1
  • 11
    • 0033636139 scopus 로고    scopus 로고
    • Support vector machine classification and validation of cancer tissue samples using microarray expression data
    • Furey, T. S., Cristianini, N., Duffy, N., Bednarski, D. W., Schummer, M. & Haussler, D. (2000), 'Support vector machine classification and validation of cancer tissue samples using microarray expression data', Bioinformatics 16(10), 906-914.
    • (2000) Bioinformatics , vol.16 , Issue.10 , pp. 906-914
    • Furey, T.S.1    Cristianini, N.2    Duffy, N.3    Bednarski, D.W.4    Schummer, M.5    Haussler, D.6
  • 14
    • 77953878908 scopus 로고    scopus 로고
    • Comparación entre tres técnicas de clasificación
    • Hernández, F. & Correa, J. C. (2009), 'Comparación entre tres técnicas de clasificación', Revista Colombiana de Estadística 32(2), 247-265.
    • (2009) Revista Colombiana de Estadística , vol.32 , Issue.2 , pp. 247-265
    • Hernández, F.1    Correa, J.C.2
  • 17
    • 10444280144 scopus 로고    scopus 로고
    • An extensive comparison of recent classification tools applied to microarray data
    • Lee, J. B., Park, M. & Song, H. S. (2005), 'An extensive comparison of recent classification tools applied to microarray data', Computational Statistics & Data Analysis 48, 869-885.
    • (2005) Computational Statistics & Data Analysis , vol.48 , pp. 869-885
    • Lee, J.B.1    Park, M.2    Song, H.S.3
  • 18
    • 20844445085 scopus 로고    scopus 로고
    • A robust hybrid between genetic algorithm and support vector machine for extracting an optimal feature gene subset
    • Li, L., Jiang, W., Li, X., Moser, K. L., Guo, Z., Du, L., Wang, Q., Topol, E. J., Wang, Q. & Rao, S. (2005), 'A robust hybrid between genetic algorithm and support vector machine for extracting an optimal feature gene subset', Genomics 85(1), 16-23.
    • (2005) Genomics , vol.85 , Issue.1 , pp. 16-23
    • Li, L.1    Jiang, W.2    Li, X.3    Moser, K.L.4    Guo, Z.5    Du, L.6    Wang, Q.7    Topol, E.J.8    Wang, Q.9    Rao, S.10
  • 19
    • 33846662159 scopus 로고    scopus 로고
    • Vector machines with applications
    • Moguerza, J. & Muñoz, A. (2006), 'Vector machines with applications', Statistical Science 21(3), 322-336.
    • (2006) Statistical Science , vol.21 , Issue.3 , pp. 322-336
    • Moguerza, J.1    Muñoz, A.2
  • 21
    • 33845703344 scopus 로고    scopus 로고
    • What is a support vector machine?
    • Noble, W. (2006), 'What is a support vector machine?', Nature Biotechnology 24(12), 1565-1567.
    • (2006) Nature Biotechnology , vol.24 , Issue.12 , pp. 1565-1567
    • Noble, W.1
  • 22
    • 0344872506 scopus 로고    scopus 로고
    • Molecular classification of cancer types from microarray data using the combination of genetic algorithms and support vector machines
    • Peng, S., Xum, Q., Bruce Ling, X., Peng, X., Du, W. & Chen, L. (2003), 'Molecular classification of cancer types from microarray data using the combination of genetic algorithms and support vector machines', FEBS Letters 555, 358-362.
    • (2003) FEBS Letters , vol.555 , pp. 358-362
    • Peng, S.1    Xum, Q.2    Bruce Ling, X.3    Peng, X.4    Du, W.5    Chen, L.6
  • 23
    • 79961135005 scopus 로고    scopus 로고
    • R Development Core Team. R Foundation for Statistical Computing, Vienna, Austria. ISBN 3-900051-07-0
    • R Development Core Team (2011), R: A Language and Environment for Statistical Computing, R Foundation for Statistical Computing, Vienna, Austria. ISBN 3-900051-07-0. *http://www.R-project.org/
    • (2011) R: A Language and Environment for Statistical Computing
  • 25
    • 70349170224 scopus 로고    scopus 로고
    • Comparative analysis of logistic regression, support vector machine and artificial neural network for the differential diagnosis of benign and malignant solid breast tumors by the use of threedimensional power doppler
    • Shou, T., Hsiao, Y. & Huang, Y. (2009), 'Comparative analysis of logistic regression, support vector machine and artificial neural network for the differential diagnosis of benign and malignant solid breast tumors by the use of threedimensional power doppler', Korean Journal of Radiology 10, 464-471.
    • (2009) Korean Journal of Radiology , vol.10 , pp. 464-471
    • Shou, T.1    Hsiao, Y.2    Huang, Y.3
  • 28
    • 84655175046 scopus 로고    scopus 로고
    • Application of support vector machine in cancer diagnosis
    • Wang, G. & Huan, G. (2011), 'Application of support vector machine in cancer diagnosis', Med. Oncol. 28(1), 613-618.
    • (2011) Med. Oncol. , vol.28 , Issue.1 , pp. 613-618
    • Wang, G.1    Huan, G.2
  • 29
    • 77953607621 scopus 로고    scopus 로고
    • Propensity score estimation: Neural networks, support vector machines, decision trees (CART), and metaclassifiers as alternatives to logistic regression
    • Westreich, D., Lessler, J. & Jonsson, M. (2010), 'Propensity score estimation: Neural networks, support vector machines, decision trees (CART), and metaclassifiers as alternatives to logistic regression', Journal of Clinical Epidemiology 63, 826-833.
    • (2010) Journal of Clinical Epidemiology , vol.63 , pp. 826-833
    • Westreich, D.1    Lessler, J.2    Jonsson, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.