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Volumn 63, Issue 1, 1998, Pages 5-22

A comparison of the classification capabilities of the 1-dimensional Kohonen neural network with two partitioning and three hierarchical cluster analysis algorithms

Author keywords

Cluster analysis; Kohonen models; Neural networks

Indexed keywords


EID: 0032342923     PISSN: 00333123     EISSN: None     Source Type: Journal    
DOI: 10.1007/BF02295433     Document Type: Review
Times cited : (56)

References (55)
  • 1
    • 0040483604 scopus 로고
    • Washington, DC: Author
    • American Psychological Association. (1992). PsycINFO users manual. Washington, DC: Author.
    • (1992) PsycINFO Users Manual
  • 3
    • 0024127287 scopus 로고
    • Self-organizing feature maps and the traveling salesman problem
    • Angéniol, B., de la Croix Vaubois, G., & Texier, J. Y. (1988). Self-organizing feature maps and the traveling salesman problem. Neural Networks, 1, 289-293.
    • (1988) Neural Networks , vol.1 , pp. 289-293
    • Angéniol, B.1    De La Croix Vaubois, G.2    Texier, J.Y.3
  • 4
    • 0025675197 scopus 로고
    • An unsupervised learning technique for artificial neural networks
    • Atiya, Amir F. (1990). An unsupervised learning technique for artificial neural networks. Neural Networks, 3, 707-7111.
    • (1990) Neural Networks , vol.3 , pp. 707-7111
    • Atiya, A.F.1
  • 5
    • 21844522039 scopus 로고
    • A study of the classification capabilities of neural networks using unsupervised learning: A comparison with K-Means clustering
    • Balakrishan, P. V., Cooper, M. C., Jacob, V. S., & Lewis, P. A. (1994). A study of the classification capabilities of neural networks using unsupervised learning: A comparison with K-Means clustering. Psychometrika, 59, 509-525.
    • (1994) Psychometrika , vol.59 , pp. 509-525
    • Balakrishan, P.V.1    Cooper, M.C.2    Jacob, V.S.3    Lewis, P.A.4
  • 7
    • 58149411423 scopus 로고
    • Mixture model tests of cluster analysis: Accuracy of four agglomerative hierarchical methods
    • Blashfield, R. K. (1976). Mixture model tests of cluster analysis: Accuracy of four agglomerative hierarchical methods. Psychological Bulletin, 83, 377-388.
    • (1976) Psychological Bulletin , vol.83 , pp. 377-388
    • Blashfield, R.K.1
  • 8
    • 0000853112 scopus 로고
    • The methods and problems of cluster analysis
    • J. Nesselroade & R. B. Cattell (Eds.), New York: Plenum Press
    • Blashfield, R. K., & Aldenderfer, M. S. (1988). The methods and problems of cluster analysis. In J. Nesselroade & R. B. Cattell (Eds.), Handbook of multivariate experimental psychology (2nd ed., pp. 447-474). New York: Plenum Press.
    • (1988) Handbook of Multivariate Experimental Psychology 2nd Ed. , pp. 447-474
    • Blashfield, R.K.1    Aldenderfer, M.S.2
  • 9
    • 0003166043 scopus 로고
    • The comparative ability of self-organizing neural networks to define cluster structure
    • Chen, S. K., Mangiameli, P., & West, D. (1995). The comparative ability of self-organizing neural networks to define cluster structure. Omega International Journal of Management Science, 23, 271-279.
    • (1995) Omega International Journal of Management Science , vol.23 , pp. 271-279
    • Chen, S.K.1    Mangiameli, P.2    West, D.3
  • 10
    • 21844481952 scopus 로고
    • Mapping influence regions in hierarchical clustering
    • Cheng, R., & Milligan, G. W. (1995). Mapping influence regions in hierarchical clustering. Multivariate Behavioral Research, 30, 547-576.
    • (1995) Multivariate Behavioral Research , vol.30 , pp. 547-576
    • Cheng, R.1    Milligan, G.W.2
  • 13
  • 16
    • 21844524255 scopus 로고
    • The effects of within-group covariance structure on recovery in cluster analysis: I. The bivariate case
    • Donoghue, J. R. (1995). The effects of within-group covariance structure on recovery in cluster analysis: I. The bivariate case. Multivariate Behavioral Research, 30, 227-254.
    • (1995) Multivariate Behavioral Research , vol.30 , pp. 227-254
    • Donoghue, J.R.1
  • 17
    • 4344633582 scopus 로고
    • Comparing classifications: An evaluation of several coefficients of partition agreement
    • Downton, M., & Brennan, T. (1980). Comparing classifications: An evaluation of several coefficients of partition agreement. Paper presented at the Classification Society Annual Meeting.
    • (1980) Classification Society Annual Meeting
    • Downton, M.1    Brennan, T.2
  • 19
    • 0040483598 scopus 로고
    • A new measure of similarity between two hierarchical clusterings and its use in studying hierarchical clustering methods
    • Fowlkes, E. B., & Mallows, C. L. (1980). A new measure of similarity between two hierarchical clusterings and its use in studying hierarchical clustering methods. Paper presented at the meeting of the Classification Society Annual Meeting.
    • (1980) Meeting of the Classification Society Annual Meeting
    • Fowlkes, E.B.1    Mallows, C.L.2
  • 21
    • 0001138328 scopus 로고
    • A k-means clustering algorithm
    • Hartigan, J. A., & Wong, M. A. (1979). A k-means clustering algorithm. Applied Statistics, 28, 100-108.
    • (1979) Applied Statistics , vol.28 , pp. 100-108
    • Hartigan, J.A.1    Wong, M.A.2
  • 25
    • 33645410496 scopus 로고
    • Receptive fields, binocular interaction and functional architecture in the cat's visual cortex
    • Hubel, D. H., & Wiesel, T. N. (1962). Receptive fields, binocular interaction and functional architecture in the cat's visual cortex. Journal of Physiology (London), 160, 106-154.
    • (1962) Journal of Physiology (London) , vol.160 , pp. 106-154
    • Hubel, D.H.1    Wiesel, T.N.2
  • 28
    • 0040483591 scopus 로고
    • Stevenage, Herts., U. K.: Author
    • INSPEC, Institution of Electrical Engineers. (1991). INSPEC user manual. Stevenage, Herts., U. K.: Author.
    • (1991) INSPEC User Manual
  • 29
    • 0000148038 scopus 로고
    • Computer generation of random variables using the ratio of uniform deviates
    • Kinderman, A. J., & Monahan, J. F. (1977). Computer generation of random variables using the ratio of uniform deviates. ACM Transactions on Mathematical Software, 3, 257-260.
    • (1977) ACM Transactions on Mathematical Software , vol.3 , pp. 257-260
    • Kinderman, A.J.1    Monahan, J.F.2
  • 30
    • 0003410791 scopus 로고
    • Berlin, Heidelberg, New York: Springer
    • Kohonen, T. (1995). Self-organizing maps. Berlin, Heidelberg, New York: Springer.
    • (1995) Self-organizing Maps
    • Kohonen, T.1
  • 31
    • 0003410794 scopus 로고
    • Helsinki University of Technology, Laboratory of Computer and Information Science, Rakentajanaukio 2 C, SF-02150 Espoo, Finland
    • Kohonen, T., Kangas, J., & Laaksonen, J. (1995). SOM_PAK: The Self-Organizing MAP Program Package, Version 3.1 [Computer program]. Helsinki University of Technology, Laboratory of Computer and Information Science, Rakentajanaukio 2 C, SF-02150 Espoo, Finland. (Available by anonymous ftp from cochlea.hut.fi: 130.233.168.48)
    • (1995) SOM_PAK: The Self-organizing MAP Program Package, Version 3.1 [Computer Program]
    • Kohonen, T.1    Kangas, J.2    Laaksonen, J.3
  • 32
    • 0016784903 scopus 로고
    • A Monte Carlo comparison of six clustering procedures
    • Kuiper, F. K., & Fisher, L. (1975). A Monte Carlo comparison of six clustering procedures. Biometrics, 31, 777-783.
    • (1975) Biometrics , vol.31 , pp. 777-783
    • Kuiper, F.K.1    Fisher, L.2
  • 33
  • 34
    • 33847457966 scopus 로고
    • An examination of the effect of six types of error perturbation on fifteen clustering algorithms
    • Milligan, G. W. (1980). An examination of the effect of six types of error perturbation on fifteen clustering algorithms. Psychometrika, 45, 325-342.
    • (1980) Psychometrika , vol.45 , pp. 325-342
    • Milligan, G.W.1
  • 35
    • 84925929275 scopus 로고
    • A review of Monte Carlo tests of cluster analysis
    • Milligan, G. W. (1981). A review of Monte Carlo tests of cluster analysis. Multivariate Behavioral Research, 16, 379-407.
    • (1981) Multivariate Behavioral Research , vol.16 , pp. 379-407
    • Milligan, G.W.1
  • 36
    • 0043142940 scopus 로고
    • Characteristics of four external criterion measures
    • J. Felsenstein (Ed.), Berlin: Germany: Springer-Verlag
    • Milligan, G. W. (1983). Characteristics of four external criterion measures. In J. Felsenstein (Ed.), Numerical taxonomy. Berlin: Germany: Springer-Verlag.
    • (1983) Numerical Taxonomy
    • Milligan, G.W.1
  • 37
    • 0000272920 scopus 로고
    • An algorithm for generating artificial test clusters
    • Milligan, G. W. (1985). An algorithm for generating artificial test clusters. Psychometrika, 50, 123-127.
    • (1985) Psychometrika , vol.50 , pp. 123-127
    • Milligan, G.W.1
  • 39
    • 0038303369 scopus 로고
    • Asymptotic and finite-sample characteristics of four external criterion measures
    • Milligan, G. W., & Schilling, D. A. (1985). Asymptotic and finite-sample characteristics of four external criterion measures. Multivariate Behavioral Research, 20, 97-109.
    • (1985) Multivariate Behavioral Research , vol.20 , pp. 97-109
    • Milligan, G.W.1    Schilling, D.A.2
  • 40
    • 0039890623 scopus 로고
    • The measurement of classification agreement: An adjustment to the Rand Index for chance agreement
    • Morey, L. (1981). The measurement of classification agreement: An adjustment to the Rand Index for chance agreement. Paper presented at the meeting of the Classification Society Annual Meeting.
    • (1981) Meeting of the Classification Society Annual Meeting
    • Morey, L.1
  • 41
    • 21844508468 scopus 로고
    • The Kohonen self-organizing map method: An assessment
    • Murtagh, F., & Hernández-Pajares, M. (1995). The Kohonen self-organizing map method: An assessment. Journal of Classification, 12, 165-190.
    • (1995) Journal of Classification , vol.12 , pp. 165-190
    • Murtagh, F.1    Hernández-Pajares, M.2
  • 43
  • 44
    • 84950632109 scopus 로고
    • Objective criteria for the evaluation of clustering methods
    • Rand, W. M. (1971). Objective criteria for the evaluation of clustering methods. Journal of the American Statistical Association, 66, 846-850.
    • (1971) Journal of the American Statistical Association , vol.66 , pp. 846-850
    • Rand, W.M.1
  • 45
    • 0002983776 scopus 로고
    • Statistical aspects of neural networks
    • O. E. Bandorff-Nielsen, J. L. Jensen, & W. S. Kendall (Eds.), London: Chapman and Hall
    • Ripley, B. D. (1993). Statistical aspects of neural networks. In O. E. Bandorff-Nielsen, J. L. Jensen, & W. S. Kendall (Eds.), Network and chaos - Statistical and probabilistic aspects (pp. 40-123). London: Chapman and Hall.
    • (1993) Network and Chaos - Statistical and Probabilistic Aspects , pp. 40-123
    • Ripley, B.D.1
  • 47
    • 0346773308 scopus 로고
    • Monte Carlo tests of the accuracy of cluster analysis algorithms: A comparison of hierarchical and nonhierarchical methods
    • Scheibler, D., & Schneider, W. (1985). Monte Carlo tests of the accuracy of cluster analysis algorithms: A comparison of hierarchical and nonhierarchical methods. Multivariate Behavioral Research, 20, 283-304.
    • (1985) Multivariate Behavioral Research , vol.20 , pp. 283-304
    • Scheibler, D.1    Schneider, W.2
  • 49
    • 0000825481 scopus 로고
    • A statistical method for evaluating systematic relationships
    • Sokal, R., & Michener, C. D. (1958). A statistical method for evaluating systematic relationships. University of Kansas Scientific Bulletin, 38, 1409-1438.
    • (1958) University of Kansas Scientific Bulletin , vol.38 , pp. 1409-1438
    • Sokal, R.1    Michener, C.D.2
  • 51
    • 0039298412 scopus 로고
    • Seattle, WA: Statistical Sciences, Inc.
    • StatSci. (1993). S-Plus for Windows users manual. Seattle, WA: Statistical Sciences, Inc.
    • (1993) S-Plus for Windows Users Manual
  • 54
    • 84944178665 scopus 로고
    • Hierarchical grouping to optimize an objective function
    • Ward, J. H. (1963). Hierarchical grouping to optimize an objective function. Journal of the American Statistical Association, 58, 236-244.
    • (1963) Journal of the American Statistical Association , vol.58 , pp. 236-244
    • Ward, J.H.1
  • 55
    • 0001980169 scopus 로고
    • Nonpositive definite matrices in structural modeling
    • K. A. Bollen & J. S. Long (Eds.), Newbury Park: SAGE
    • Wothke, W. (1993). Nonpositive definite matrices in structural modeling. In K. A. Bollen & J. S. Long (Eds.), Testing structural equation models (pp. 256-293). Newbury Park: SAGE.
    • (1993) Testing Structural Equation Models , pp. 256-293
    • Wothke, W.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.