An Order Theoretic Model for Cluster Analysis
To effectively deal with ordinal clustering problems, an order theoretic model for the subject is presented. It is compared to an earlier graph theoretic model due to N. Jardine and R. Sibson. Some of its salient properties are established, with special attention paid to the incorporation of Jardine...
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Published in | SIAM journal on applied mathematics Vol. 34; no. 1; pp. 55 - 72 |
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Main Author | |
Format | Journal Article |
Language | English |
Published |
Philadelphia
Society for Industrial and Applied Mathematics
01.01.1978
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Subjects | |
Online Access | Get full text |
ISSN | 0036-1399 1095-712X |
DOI | 10.1137/0134005 |
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Abstract | To effectively deal with ordinal clustering problems, an order theoretic model for the subject is presented. It is compared to an earlier graph theoretic model due to N. Jardine and R. Sibson. Some of its salient properties are established, with special attention paid to the incorporation of Jardine and Sibson's "flat" cluster methods into the model. It is shown how the characterization of flat cluster methods leads to a universal mapping problem in the theory of partially ordered sets. This problem is solved, and its solution applied both to the present model and to the Jardine-Sibson model. |
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AbstractList | To effectively deal with ordinal clustering problems, an order theoretic model for the subject is presented. It is compared to an earlier graph theoretic model due to N. Jardine and R. Sibson. Some of its salient properties are established, with special attention paid to the incorporation of Jardine and Sibson's "flat" cluster methods into the model. It is shown how the characterization of flat cluster methods leads to a universal mapping problem in the theory of partially ordered sets. This problem is solved, and its solution applied both to the present model and to the Jardine-Sibson model. |
Author | Janowitz, M. F. |
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Cites_doi | 10.1038/212218a0 10.1016/0012-365X(78)90146-2 10.2307/2344237 10.1126/science.176.4035.659-a 10.1176/ajp.133.2.150 10.1093/comjnl/9.4.373 10.1093/comjnl/11.2.177 10.1080/01621459.1967.10500923 10.3109/00365517609068022 10.1111/j.2517-6161.1972.tb00910.x 10.1093/comjnl/14.2.162 10.1093/comjnl/14.2.156 10.1016/0025-5564(68)90030-8 10.1139/b75-060 10.1139/b76-008 10.1016/0025-5564(70)90077-5 10.1093/biomet/58.1.91 |
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References | Jardine N. (R12) 1973 King D. S. (R15) 1976; 54 Blyth T. S. (R1) 1972 Turner B. J. (R29) 1974; 20 Sibson Robin (R24) 1972; 34 Sneath P. H. A. (R25) 1976; 76 R23 R22 Hartigan John A. (R7) 1975 R27 Rohlf F. J. (R21) 1974; 69 Lerman I. C. (R19) 1970 Jardine N. (R11) 1971; 14 R2 R3 R4 R5 R6 R8 R9 Knecht G. R. (R16) 1975; 23 R30 R10 R14 R13 Sneath Peter H. A. (R26) 1973 Straach P. (R28) 1975; 21 R18 R17 |
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SubjectTerms | Axioms Classification Cluster analysis Equivalence relation Geology Homomorphisms Mathematical models Modeling Partially ordered sets Real numbers Topology |
Title | An Order Theoretic Model for Cluster Analysis |
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