Academic Catalog

IE460 INTRODUCTION TO DATA MINING

Course Code: 5680460
METU Credit (Theoretical-Laboratory hours/week): 3(3-0)
ECTS Credit: 5.0
Department: Industrial Engineering
Language of Instruction: English
Level of Study: Undergraduate
Course Coordinator: Assoc.Prof.Dr. CEM YGN
Offered Semester: Fall and Spring Semesters.
Prerequisite: Set 1: 5680266
The course set above should be completed before taking IE460 INTRODUCTION TO DATA MINING .

Course Content

Introduction to data mining .Data types. Classification Analysis: Rule Based, Nearest-Neighbour and Bayesian Classifiers, Support Vector Machines. Association Analysis: Rule Generation. Cluster Analysis: Center-based Clustering, Hiearchial , Density-based and Fuzzy Clustering. Cluster Validation, Anomaly Detection, Case studies.