LibGuides: TIM-8131: Lesson 7 Resources

Lesson 7 Required Resources

Data Mining: Concepts and Techniques
Han, J., Kamber, M., & Pei, J. (2012). Data mining concepts and techniques (3rd ed.). Elsevier.
Read Chapter 6
Association Analysis
Kotu, V. and Deshpande, B. (2018). Association Analysis. In Data Science Concepts and Practice, 2nd Edition. Morgan Kaufmann.
Association Rule Mining: A Survey
Kaur, J. and Madan, N. (2015). Association rule mining: A survey. International Journal of Hybrid Information Technology, 8 (7). pp.239-242.

RapidMiner Studio
An Improved Method for Counting Frequent Itemsets Using Bloom Filter
Shana, J., & Venkatachalam, T. (2015). An improved method for counting frequent itemsets using bloom filter. Procedia Computer Science, 47, 84–91.
An optimized FP-growth algorithm for discovery of association rules
Shawkat, M., Badawi, M., El-ghamrawy, S., Arnous, R., & El-desoky, A. (2022). An optimized FP-growth algorithm for discovery of association rules. The Journal of Supercomputing: An International Journal of High-Performance Computer Design, Analysis, and Use, 78(4), 5479–5506.