Yalcin ISLER, PhD

Pattern Recognition

Textbook	An Introduction to Pattern Recognition - S. Theodoridis and K. Koutroumbas Pattern Recognition - S. Theodoridis and K. Koutroumbas
Reference Texts	Internet Pattern Classification - Duda, Hart, Stork A.K. Jain, R.P.W. Duin, J. Mao, "Statistical Pattern Recognition: A Review" - IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 22, no. 1, pages 4-37, January 2000.
Grading	Midterm (40%), Homeworks (20%), and Final (40%)
Files	Matlab file: Discriminant analysis + Leave-One-Out + Fisher''s Iris data. Matlab file: Nearest neighbor classifier + Leave-One-Out + Fisher''s Iris data. Matlab file: Nearest neighbor classifier + K-fold + Fisher''s Iris data. Matlab file: Multi-Layer Perceptron + Linear Regression. Matlab file: Multi-Layer Perceptron + Nonlinear Regression. Matlab file: Multi-Layer Perceptron + Fisher''s Iris data. Matlab file: Artificial Neuron + Activation functions. Matlab data: Arrhthmia database summarized from PhysioNET arrhythima database.