摘要: In this paper we describe our approaches to data mining in temporal databases by introducing Easy Miner, system developed at UMIST. Miner integrates machine learning methodologies with database technologies and efficiently effectively extract interesting rules from data. The discovery components of relevance analysis, classification association finder are presented the algorithms behind each component. We also show effectiveness these experimental results obtained applying techniques time-oriented medical
参考文章(10)
Xiaodong Chen, Ilias Petrounias, Heather Heathfield, Discovering Temporal Association Rules in Temporal Databases. IADT. pp. 312- 319 ,(1998)
Manish Mehta, Rakesh Agrawal, Jorma Rissanen, SLIQ: A fast scalable classifier for data mining Advances in Database Technology — EDBT '96. pp. 18- 32 ,(1996) , 10.1007/BFB0014141
William J Frawley, Christopher J Matheus, Knowledge Discovery in Databases MIT Press. ,(1991)
J. R. Quinlan, Improved use of continuous attributes in C4.5 Journal of Artificial Intelligence Research. ,vol. 4, pp. 77- 90 ,(1996) , 10.1613/JAIR.279
Ramakrishnan Srikant, Rakesh Agrawal, Mining quantitative association rules in large relational tables international conference on management of data. ,vol. 25, pp. 1- 12 ,(1996) , 10.1145/233269.233311
M. Kamber, L. Winstone, Wan Gong, Shan Cheng, Jiawei Han, Generalization and decision tree induction: efficient classification in data mining international workshop on research issues in data engineering. pp. 111- 120 ,(1997) , 10.1109/RIDE.1997.583715
R. Agrawal, R. Srikant, Mining sequential patterns international conference on data engineering. pp. 3- 14 ,(1995) , 10.1109/ICDE.1995.380415
Rakesh Agrawal, Tomasz Imieliński, Arun Swami, Mining association rules between sets of items in large databases Proceedings of the 1993 ACM SIGMOD international conference on Management of data - SIGMOD '93. ,vol. 22, pp. 207- 216 ,(1993) , 10.1145/170035.170072
David Wai-lok Cheung, Ada Wai-Chee Fu, Jiawei Han, Knowledge discovery in databases: A rule-based attribute-oriented approach 8th International Symposium on Methodologies for Intelligent Systems, ISMIS 1994. pp. 164- 173 ,(1994) , 10.1007/3-540-58495-1_17
Herman J Loether, Donald G McTavish, Descriptive and Inferential Statistics ,(1980)