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A Brief History of Data Mining Society

A Brief History of Data Mining Society. 1989 IJCAI Workshop on Knowledge Discovery in Databases Knowledge Discovery in Databases (G. Piatetsky-Shapiro and W. Frawley, 1991) 1991-1994 Workshops on Knowledge Discovery in Databases

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A Brief History of Data Mining Society

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  1. A Brief History of Data Mining Society • 1989 IJCAI Workshop on Knowledge Discovery in Databases • Knowledge Discovery in Databases (G. Piatetsky-Shapiro and W. Frawley, 1991) • 1991-1994 Workshops on Knowledge Discovery in Databases • Advances in Knowledge Discovery and Data Mining (U. Fayyad, G. Piatetsky-Shapiro, P. Smyth, and R. Uthurusamy, 1996) • 1995-1998 International Conferences on Knowledge Discovery in Databases and Data Mining (KDD’95-98) • Journal of Data Mining and Knowledge Discovery (1997)

  2. A Brief History of Data Mining Society • ACM SIGKDD conferences since 1998 and SIGKDD Explorations • More conferences on data mining • PAKDD (1997), PKDD (1997), SIAM-Data Mining (2001), (IEEE) ICDM (2001), etc. • ACM Transactions on KDD starting in 2007

  3. Conferences and Journals on Data Mining • KDD Conferences • ACM SIGKDD Int. Conf. on Knowledge Discovery in Databases and Data Mining (KDD) • SIAM Data Mining Conf. (SDM) • (IEEE) Int. Conf. on Data Mining (ICDM) • Conf. on Principles and practices of Knowledge Discovery and Data Mining (PKDD) • Pacific-Asia Conf. on Knowledge Discovery and Data Mining (PAKDD)

  4. Conferences and Journals on Data Mining • Other related conferences • ACM SIGMOD • VLDB • (IEEE) ICDE • WWW, SIGIR • ICML, CVPR, NIPS • Journals • Data Mining and Knowledge Discovery (DAMI or DMKD) • IEEE Trans. On Knowledge and Data Eng. (TKDE) • KDD Explorations • ACM Trans. on KDD

  5. Where to Find References? DBLP, CiteSeer, Google • Data mining and KDD (SIGKDD: CDROM) • Conferences: ACM-SIGKDD, IEEE-ICDM, SIAM-DM, PKDD, PAKDD, etc. • Journal: Data Mining and Knowledge Discovery, KDD Explorations, ACM TKDD • Bioinformatics • Conferences: RECOMB, CSB, PSB, BIBE, etc • Journals: Bioinformatics, BMC Bioinformatics, TCBB,…

  6. Top-10 Algorithm Finally Selected at ICDM’06 • #1: C4.5 (61 votes) • #2: K-Means (60 votes) • #3: SVM (58 votes) • #4: Apriori (52 votes) • #5: EM (48 votes) • #6: PageRank (46 votes) • #7: AdaBoost (45 votes) • #8: kNN (45 votes) • #9: Naive Bayes (45 votes) • #10: CART (34 votes)

  7. Association Rules Dr. Bernard Chen Ph.D. University of Central Arkansas Fall 2009

  8. Association Rules

  9. Association Rules • support, s, probability that a transaction contains X  Y • confidence, c,conditional probability that a transaction having X also contains Y

  10. Association Rules • Let’s have an example

  11. Association Rules • T100 1,2,5 • T200 2,4 • T300 2,3 • T400 1,2,4 • T500 1,3 • T600 2,3 • T700 1,3 • T800 1,2,3,5 • T900 1,2,3

  12. Association Rules

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