Mathematical elements of pattern recognition | Faculty of Technical Sciences

Subject: Mathematical elements of pattern recognition (17.0M552)

Type of studies	Title
Master Academic Studies	Mathematics in Engineering (Year: 2, Semester: Winter)

General information:

Category	Theoretical-methodological
Scientific or art field	Teorijska i primenjena matematika
ECTS	6

Enabling students to develop abstract thinking and acquire knowledge about the theory of pattern recognition.

To use the acquired knowledge in engineering subjects and in practice, postulate and solve mathematical models in engineering subjects using the knowledge about pattern recognition.

Theoretical lectures: Basic notions. Deciding functions. Pattern recognition with training. Classification algorithms. Applications. Eexercises: At the exercises, appropriate examples of theoretical instruction are being used to train the given material, and therefore the exercises contribute to the understanding of the given material.

Lectures, exercises and consultations. The Theoretical part is accompanied by appropriate examples that contribute to the understanding of the theoretical part. The agreed part of the material is oraly presented and delivered in written form as a seminar paper. Final part of the exam is in written form. In agreement with the teacher, the student studies the appropriate scientific work and prepares for the independent writing of scientific work.

Authors	Title	Year	Publisher	Language
Bishop, C.M.	Pattern Recognition and Machine Learning	2006	Springer, New York	English
Tou, J.T., Gonzalez, R.C.	Pattern recognition principles	1974	Addison-Wesley, Reading	English
Duda, R. O., Hart, P. E., Stork, D. G.	Pattern Classification	2005	Willey-Interscience, New York	English
Bezdek, J.C. et al.	Fuzzy models and algorithms for pattern recognition and image processing	1999	Kluwer Academic Publishers, Massachusetts	English

Course activity	Pre-examination	Obligations	Number of points
Theoretical part of the exam	No	Yes	40.00
Lecture attendance	Yes	Yes	5.00
Practical part of the exam - tasks	No	Yes	30.00
Exercise attendance	Yes	Yes	5.00
Term paper	Yes	Yes	20.00