Week 3: Market Basket Association Rules, Sequential Associations, Mining Process

• Market Basket definition, A-Priori Algorithm (slides). For reading see
  Rakesh Agrawal, Ramakrishnan Srikant: Fast Algorithms for Mining Association Rules in Large Databases. VLDB 1994: 487-499
  
• Frequent Episodes (slides). For reading see
  Heikki Mannila, Hannu Toivonen, and A. Inkeri Verkamo, Discovery of frequent episodes in event sequences, Report C-1997-15, Department of Computer Science, University of Helsinki, February 1997.

Lecture 6 Slides

• Regression
• Time Series (see
  R. Agrawal, K. Lin, H. S. Sawhney, K. Shim: ``Fast Similarity Search in the Presence of Noise, Scaling, and Translation in Time-Series Databases'', Proc. of the 21st Int'l Conference on Very Large Databases, Zurich, Switzerland, September 1995.
  for further details)
• Data Mining Process. For reading see the CRISP-DM data mining process standard reference document.