Data Mining & Data Warehousing

Instructors: Dr. Vlado Keselj
Course Website: http://www.cs.dal.ca/~vlado/csci6405/
McCain Arts & Soc.S 2017 Tuesdays and Thursdays, 10:05-11:25


Presentation

Finding Unexpected Information From your Competitor's Web site (ppt, pdf)

Project Report

The implementation of text categorization with term association (pdf), (zip)

Reading list

  • Algorithms for Association Rule Mining A General Survey and Comparison (2000)
  • Data Preparation for Mining World Wide Web Browsing Patterns (1999)
  • Aprior Slides,2,3
  • Fast Algorithms for Mining Association Rules (1994)
  • Data Cube: A Relational Aggregation Operator Generalizing Group-By, Cross-Tab, and Sub-Totals (1997)
  • An Array-based Algorithm for Simultaneous Multidimensional Aggregates
  • Chris Clifton, Robert Cooley, Jason Rennie, TopCat: Data Mining for Topic Identification in a Text Corpus (2002). Principles of Data Mining and Knowledge Discovery

    Text Classification with Association Rule

  • Maria-Luiza Antonie, Osmar R. Za?e, Text Document Categorization by Term Association, in Proc. of the IEEE International Conference on Data Mining (ICDM'2002), pp 19-26, Maebashi City, Japan, December 9 - 12, 2002
  • Associating Terms with Text Categories (2001)
  • Osmar R. Za?ane, Maria-Luiza Antonie, Classifying text documents by associating terms with text categories, in Proc. of the Thirteenth Australasian Database Conference (ADC'02), Melbourne, Australia, January 28-February 1, 2002
  • W. Li, J. Han, and J. Pei, '' CMAR: Accurate and Efficient Classification Based on Multiple Class-Association Rules, '', Proc. 2001 Int. Conf. on Data Mining (ICDM'01), San Jose, CA, Nov. 2001.
  • Bing Liu, Wynne Hsu, Yiming Ma, "Integrating Classification and Association Rule Mining." Proceedings of the Fourth International Conference on Knowledge Discovery and Data Mining (KDD-98, full paper), New York, USA, 1998.
  • Bing Liu, Yiming Ma, Ching-Kian Wong, and Philip S. Yu. "Scoring the Data Using Association Rules." Applied Intelligence, Vol 18, No. 2, 119-135, 2003.
  • Bing Liu
  • Jiawei Han, Jian Pei, Yiwen Yin, Mining Frequent Patterns without Candidate Generation (1999), 2000 ACM SIGMOD Intl. Conference on Management of Data
  • Web Page Categorization and Feature Selection Using Association Rule and Principal Component Clustering (1997)
  • Automatic Hierarchical E-Mail Classification Using Association Rules (2001)