204453: Pattern Recognition Department of Computer Science Faculty of Science Chiang Mai University

Course Credit : 3 (2-2-5)

Prerequisite : (204251 OR 204271) AND (208150 OR 208263 OR 208264 OR 208269)

Lecturers

• Assoc. Prof. Dr. Chumphol Bunkhumpornpat, e-mail: chumphol.b@cmu.ac.th

Meeting

• Lec: MON CSB100 14:30 – 16:30
• Lab: THU CSB301 14:30 – 16:30

Examination

• Midterm : TBA
• Final : SUN OCT 20 2024, 15:30 – 18:30

Grading

• 10% Assignment
• 30% Project
• 30% Midterm
• 30% Final

Course Learning Outcomes

• Students are able to explain concepts of pattern recognition and techniques of several classifiers.
• Students are able to apply several classifiers for handling problems by using tools for pattern recognition.
• Students are able to explain and propose a method for developing computer innovation by applying concepts of pattern recognition, as well as be able to present their idea in an oral form.
• Students demonstrate their behavior in professional ethics, discipline, punctuality, as well as being responsible for themselves and society.

Course Descriptions

• Overview of pattern recognition, pattern representation, nearest neighbour algorithms, Bayes classifiers, decision trees, neural networks and support vector machines and class imbalance problem.

Contents

• Course Syllabus
• Interlude
• Topic 1 : Introduction and Lab 1
• Topic 2 : Case Study and Lab 2; Nestopia140bin; Punch-Out!! (J)
• Topic 3 : Pattern Representation and Distance Measures and Lab 3
• Topic 4 : Clustering and Lab 4
• Topic 5 : K Nearest Neighbours and Lab 5
• Topic 6 : Bayes Classifier and Lab 6
• Topic 7 : Decision Tree and Lab 7
• Topic 8 : Perceptron Learning Algorithm and Lab 8
• Topic 9 : Neural Networks and Lab 9
• Topic 10 : Association Rules and Rule-based Classifiers and Lab 10; supermarket.csv
• Topic 11 : Class Imbalance Problem and Lab 11; imbalance.csv
• Topic 12 : scikit-learn and Lab 12

Textbook

• Pattern Recognition: An Algorithmic Approach (Undergraduate Topics in Computer Science), M. Narasimha Murty and V. Susheela Devi, Springer, 2012