>
Course Unit Title | Course Unit Code | Type of Course Unit | Level of Course Unit | Year of Study | Semester | ECTS Credits |
---|---|---|---|---|---|---|
Data Mining | TBL414 | Elective | Bachelor's degree | 4 | Fall | 5 |
Associate Prof. Dr. Zeynep Hilal KİLİMCİ
1) Data warehouse design.
2) Distributed data warehouse design.
3) Learn data mining methodology.
4) Learn the merge rules.
5) Create classification and prediction.
Program Competencies | ||||||||||||
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | ||
Learning Outcomes | ||||||||||||
1 | No relation | No relation | Middle | Low | Low | Middle | Middle | No relation | No relation | Middle | No relation | |
2 | High | No relation | Middle | Low | Low | Middle | Middle | No relation | No relation | Middle | No relation | |
3 | High | No relation | Middle | Low | Low | Middle | Middle | No relation | No relation | Middle | No relation | |
4 | High | No relation | Middle | Low | Low | Middle | Middle | No relation | No relation | Middle | No relation | |
5 | High | Middle | Low | Low | No relation | Middle | Middle | No relation | No relation | Middle | No relation |
Face to Face
None
Statistics, Probability
Developments in the Decision Support System, Data Warehouse environment, Data Warehouse Design, Data Warehousing and technology, Distributed Data Warehouse, ERP and Data Warehousing, Data Mining Methodology, Data Mining Technical Overview, Association rules, classification and prediction, Cluster (Cluster) Analysis, bond (Link) Analysis, Basket (Basket) analysis.
1- Foundations of Statistical Natural Language Processing, by C. Manning and H. Schütze (2003).
2- Introduction to Information Retrieval, Manning, Raghavan and Schütze, Cambridge University Press (2008)
3- Mining the Web: Discovering Knowledge from Hypertext Data, Chakrabarti (2003)
4- Information Retrieval: A book by C. J. van RIJSBERGEN
1) Group Study
2) Self Study
3) Project Based Learning
Contribution of Midterm Examination to Course Grade |
40% |
---|---|
Contribution of Final Examination to Course Grade |
60% |
Total |
100% |
Turkish
Not Required