메뉴 건너뛰기




Volumn 52, Issue 1, 2007, Pages 596-613

Combined use of association rules mining and clustering methods to find relevant links between binary rare attributes in a large data set

Author keywords

Association rules mining; Binary attributes; Large sparse matrix; Rule relevancy index; Variable clustering

Indexed keywords

AUTOMOTIVE INDUSTRY; CLUSTER ANALYSIS; CLUSTERING ALGORITHMS; MATRIX ALGEBRA; VEHICLES;

EID: 34548316384     PISSN: 01679473     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.csda.2007.02.020     Document Type: Article
Times cited : (54)

References (24)
  • 1
    • 34548345841 scopus 로고    scopus 로고
    • Agrawal, R., Srikant, R., 1994. Fast algorithms for mining association rules. In: Proceedings of the 20th International Conference on Very Large Databases (VLDB), Santiago, Chile.
  • 2
    • 0027621699 scopus 로고    scopus 로고
    • Agrawal, R., Imielinski, T., Swani, A., 1993. Mining association rules between sets of items in large databases. In: Proceedings of the ACM-SIGMOD Conference on Management of Data, Washington DC, USA.
  • 3
    • 0031162961 scopus 로고    scopus 로고
    • Brin, S., Motwani, R., Ullman, J.D., Tsur, S., 1997a. Dynamic itemset counting and implication rules for market basket data. In: Proceedings of the ACM-SIGMOD Conference on Management of Data, Tucson, Arizona, USA.
  • 4
    • 0031161999 scopus 로고    scopus 로고
    • Brin, S., Motwani, R., Silversein, C., 1997b. Beyond market baskets: generalizing association rules to correlations. In: Proceedings of the ACM-SIGMOD Conference on Management of Data, Tucson, Arizona, USA.
  • 5
    • 0011008286 scopus 로고
    • Structure géométrique des principaux indices de dissimilarité sur signes de présence-absence
    • Fichet B., and Le Calvé G. Structure géométrique des principaux indices de dissimilarité sur signes de présence-absence. Statist. Anal. Données 9 3 (1984) 11-44
    • (1984) Statist. Anal. Données , vol.9 , Issue.3 , pp. 11-44
    • Fichet, B.1    Le Calvé, G.2
  • 6
    • 0000014486 scopus 로고
    • Cluster analysis of multivariate data: efficiency versus interpretability models
    • Forgy E.W. Cluster analysis of multivariate data: efficiency versus interpretability models. Biometrics 61 3 (1965) 768-769
    • (1965) Biometrics , vol.61 , Issue.3 , pp. 768-769
    • Forgy, E.W.1
  • 7
    • 33747044600 scopus 로고
    • Metric and Euclidian properties of dissimilarity coefficients
    • Gower J.C., and Legendre P. Metric and Euclidian properties of dissimilarity coefficients. J. Classification 3 (1986) 5-48
    • (1986) J. Classification , vol.3 , pp. 5-48
    • Gower, J.C.1    Legendre, P.2
  • 8
    • 0039253846 scopus 로고    scopus 로고
    • Han, J., Pei, J., Yin, Y., 2000. Mining frequent patterns without candidate generation. In: Proceedings of the ACM-SIGMOD Conference on Management of Data, Dallas, Texas, USA.
  • 9
    • 34548345840 scopus 로고    scopus 로고
    • Iodice D'Enza, A., Palumbo, F., Greenacre, M., 2005. Exploratory data analysis leading towards the most interesting binary association rules. In: XIth International Symposium on Applied Stochastic Models and Data Analysis Brest, France.
  • 10
    • 34548353991 scopus 로고    scopus 로고
    • Kulczynski, S., 1927. Classe des Sciences mathématiques et Naturelles. Bull. Internat. Acad. Polonaise Sci. Lett. Sér. B (Sci. Natur.) (Suppl. II) 57-203.
  • 11
    • 34548328307 scopus 로고    scopus 로고
    • Lenca, P., Meyer, P., Vaillant, B., Picouet, P., Lallich, S., 2004. Evaluation et analyse multicritère des mesures de qualité des règles d'association. Mesures de qualité pour la fouille de données, no spécial RNTI Revue des Nouvelles Technologies de l'Information, Cepaduès.
  • 12
    • 34548371848 scopus 로고    scopus 로고
    • Nakache, J.P., Confais, J., 2005. Approche pragmatique de la classification. Ed. Technip.
  • 13
    • 34548348223 scopus 로고    scopus 로고
    • Nicolau, F.C., Bacelar-Nicolau, H., 2003. Teaching and learning hierarchical clustering probalistic models for categorical data. ISI 54th session, Berlin.
  • 14
    • 34548344067 scopus 로고    scopus 로고
    • Plasse, M., Niang, N., Saporta, G., 2005a. Utilisation conjointe des règles d'association et de la classification de variables. In: 37emes Journées de Statistique de la SFdS, Pau, France.
  • 15
    • 34548351800 scopus 로고    scopus 로고
    • Plasse, M., Niang, N., Saporta, G., Gauthier, D., 2005b. Combined use of association rules mining and clustering methods. In: Third World Conference on Computational Statistics & Data Analysis, IASC, Limassol, Cyprus.
  • 16
    • 34548351312 scopus 로고    scopus 로고
    • Plasse, M., Niang, N., Saporta, G., Leblond, L., 2006. Une comparison de certains indices de pertinence des règles d'association. Revue des Nouvelles Technologies de l'Information, In: Actes 6e Conférence Extraction et Gestion des Connaissances, EGC'06, Série E, no. 6, vol. II, Lille, pp. 561-568.
  • 17
    • 34548339707 scopus 로고    scopus 로고
    • Une nouvelle distance entre variable-application en classification
    • Qannari E.M., Vigneau E., and Courcoux P. Une nouvelle distance entre variable-application en classification. Rev. Statist. Appl. XLVI 2 (1998) 21-32
    • (1998) Rev. Statist. Appl. , vol.XLVI , Issue.2 , pp. 21-32
    • Qannari, E.M.1    Vigneau, E.2    Courcoux, P.3
  • 18
    • 34548334685 scopus 로고    scopus 로고
    • SAS Institute Inc, 2003. SAS/STAT User's Guide. SAS Institute Inc, Cary, NC.
  • 19
    • 34548341853 scopus 로고    scopus 로고
    • Savasere, A., Omiecinski, E., Navathe, S., 1995. An efficient algorithm for mining association rules in large databases. In: Proceedings of the 21st VLDB Conference, Zurich, Swizerland.
  • 20
    • 34548327228 scopus 로고    scopus 로고
    • Toivonen, H., 1996. Sampling large databases for association rules. In: Proceedings of the 22nd VLDB Conference, Mumbai (Bombay), India.
  • 21
    • 34548348222 scopus 로고    scopus 로고
    • Vaillant, B., Lenca, P., Lallich, S., 2004. Etude expérimentale de mesures de qualité de règles d'association. Revue des Nouvelles Technologies de l'Information, Actes 4e Conférence Extraction et Gestion des Connaissances, EGC'04, Série E, no. 2, vol. 2, Clermont-Ferrand, pp. 341-352.
  • 22
    • 0242382684 scopus 로고    scopus 로고
    • Clustering of variables around latent component; application to sensory analysis
    • Vigneau E., and Qannari E.M. Clustering of variables around latent component; application to sensory analysis. Commun. Statist. Simulation Comput. 32 4 (2003) 1131-1150
    • (2003) Commun. Statist. Simulation Comput. , vol.32 , Issue.4 , pp. 1131-1150
    • Vigneau, E.1    Qannari, E.M.2
  • 23
    • 34548348221 scopus 로고    scopus 로고
    • Some measures of agreement between close partitions
    • Youness G., and Saporta G. Some measures of agreement between close partitions. Student 5 1 (2004) 1-12
    • (2004) Student , vol.5 , Issue.1 , pp. 1-12
    • Youness, G.1    Saporta, G.2
  • 24
    • 0033718951 scopus 로고    scopus 로고
    • Scalable algorithms for association mining
    • Zaki M.J. Scalable algorithms for association mining. IEEE Trans. Knowledge Data Eng. 12 3 (2000) 372-390
    • (2000) IEEE Trans. Knowledge Data Eng. , vol.12 , Issue.3 , pp. 372-390
    • Zaki, M.J.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.