COMPSCI 3DM3
Introduction to Data Mining
2024
Topics
- Core techniques in big data analytics (knowledge discovery
- Data mining
- Basic concepts of frequent patterns
- Mining frequent patterns
- Large scale transactional databases
- Clustering and classification
- K-means
- Hierarchical k-means
- DB-Scan
- Gaussian mixture models
- Decision trees
- Bayesian methods
- Linear classification methods
- Support vector machines
Readings
- Jiawei Han, Micheline Kamber, and Jian Pei, Data Mining: Concepts and Techniques (3rd Edition), Morgan Kaufmann, 2011. ISBN-13 : 978-9380931913. (link to free PDF is available on course website.)ISBN 9789380931913