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Course Unit Title | Course Unit Code | Type of Course Unit | Level of Course Unit | Year of Study | Semester | ECTS Credits |
---|---|---|---|---|---|---|
Knowledge Discovery and Mining | BTM547 | Elective | Master's degree | 1 | Spring | 8 |
Associate Prof. Dr. Zeynep Hilal KİLİMCİ
Research Assistant Seda BALTA
1) Students will gain the knowledge and skills to learn and apply the basic concepts of Data Mining. -Students will learn the methods of data preprocessing. -Students will learn data reduction methods. -Students will learn the classification and clustering methods with and without educators.
2) Students will learn the methods of data preprocessing.
3) Students will learn data reduction methods.
4) Students will learn the classification and clustering methods with and without educators.
5) Students will have information about the rules of association.
Program Competencies | ||||||||
1 | 2 | 3 | 4 | 5 | 6 | 7 | ||
Learning Outcomes | ||||||||
1 | No relation | No relation | No relation | No relation | No relation | No relation | No relation | |
2 | No relation | No relation | High | No relation | No relation | No relation | No relation | |
3 | No relation | No relation | No relation | No relation | No relation | No relation | No relation | |
4 | No relation | No relation | No relation | No relation | No relation | No relation | No relation | |
5 | No relation | No relation | No relation | No relation | No relation | No relation | No relation |
Face to Face
None
Statistics and Probability
Data Mining Concepts, Data Preparation Techniques, Statistical Learning Theory, Supervised, Semi-Supervised and Unsupervised Learning Basics, Clustering Methods, Decision Trees and Decision Rules, Association Rules, Classification
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
Turkish
Not Required