Electrical and Computer Engineering Graduate With Thesis

Course Details

KTO KARATAY UNIVERSITY
Graduate Education Institute
Programme of Electrical and Computer Engineering Graduate With Thesis
Course Details

Course Code	Course Name	Year	Period	Semester	T+A+L	Credit	ECTS
80511111	Pattern Recognition	2023	Autumn	1	3+0+0	7,5	7,5

Course Type	Elective
Course Cycle	Master's (Second Cycle) (TQF-HE: Level 7 / QF-EHEA: Level 2 / EQF-LLL: Level 7)
Course Language	Turkish
Methods and Techniques	-
Mode of Delivery	Face to Face
Prerequisites	-
Coordinator	-
Instructor(s)	Assoc. Prof. Ali ÖZTÜRK
Instructor Assistant(s)	-

Course Instructor(s)

Name and Surname	Room	E-Mail Address	Internal	Meeting Hours
Assoc. Prof. Ali ÖZTÜRK	-	[email protected]

Course Content

Classifiers based on Bayesian decision theory, linear classifiers, non-linear classifiers, feature extraction, feature selection, dimensionality reduction, clustering

Objectives of the Course

Teaching the basics of statistical and structural pattern recognition, Bayesian decision theory, linear and non-linear classifiers, feature extraction and feature selection methods, dimensionality reduction, clustering algorithms and their application to real world problems.

Contribution of the Course to Field Teaching

Basic Vocational Courses
Specialization / Field Courses
Support Courses
Transferable Skills Courses
Humanities, Communication and Management Skills Courses

Weekly Detailed Course Contents

Week	Topics
1	Statistical and structural pattern recognition
2	Bayesian classifiers
3	Bayesian classifiers
4	Linear classifiers
5	Doğrusal olmayan sınıflandırıcılar
6	Nonlinear classifiers
7	Feature selection
8	Feature extraction
9	Dimensionality reduction
10	Template matching
11	Clustering algorithms: Sequential algorithms
12	Clustering algorithms: Hierarchical algorithms
13	Clustering algorithms: Function Optimization based algorithms
14	Cluster validity

Textbook or Material

Resources	S. Theodoridis, K. Koutroumbas, Pattern Recognition, 3rd edition, Academic Press, 2006.
	S. Theodoridis, K. Koutroumbas, Pattern Recognition, 3rd edition, Academic Press, 2006.
	S. Theodoridis, K. Koutroumbas, Pattern Recognition, 3rd edition, Academic Press, 2006.
	S. Theodoridis, K. Koutroumbas, Pattern Recognition, 3rd edition, Academic Press, 2006.

ECTS / Working Load Table

	Quantity	Duration	Total Work Load
Course Week Number and Time	14	3	42
Out-of-Class Study Time (Pre-study, Library, Reinforcement)	14	3	42
Midterms	0	0	0
Quiz	0	0	0
Homework	0	0	0
Practice	0	0	0
Laboratory	0	0	0
Project	0	0	0
Workshop	0	0	0
Presentation/Seminar Preparation	0	0	0
Fieldwork	0	0	0
Final Exam	1	131	131
Other	1	10	10
Total Work Load:			225
Total Work Load / 30			7,50
Course ECTS Credits:			8