Data Warehousing and Mining (BIT353CO)

Data warehouse architecture and OLAP, plus core data mining techniques — association rule mining, classification, and cluster analysis.

1. Unit 1: Introduction to Data Mining & Data Warehousing

2. Unit 2: Data Warehouse & OLAP Technology, KDD

3. Unit 3: Mining Association Rules (Apriori, Market Basket Analysis)

4. Unit 4: Multidimensional & Multilevel Association Rules

5. Unit 5: Classification & Prediction (Decision Trees, Bayesian, k-NN)

6. Unit 6: Cluster Analysis (k-Means, k-Medoids, Hierarchical Methods)