Pattern Recognition (PR)

Spring 2020

Main Reference: Theodoridis, Sergios., Koutroumbas, Konstantinos. “Pattern Recognition.” Fourth Edition, Academic Press, 2009.
Software Reference: Theodoridis, Sergios., Koutroumbas, Konstantinos. “Introduction to Pattern Recognition: A Matlab Approach.” Academic Press, 2010.
Link to Download Using MATLAB Codes: https://github.com/pikrakis/Introduction-to-Pattern-Recognition-a-Matlab-Approach
Problem Set Chapter 2 :: 2.2, 2.5, 2.6, 2.7, 2.8, 2.9, 2.12, 2.13, 2.15, 2.20, 2.34, 2.35 :: Computer Experiments: 2.2 (a,b,c) :: Due Date: 
Problem Set Chapter 3 :: 3.4, 3.5, 3.7, 3.11, 3.13, 3.15, 3.16 :: Computer Experiments: 3.1 (a,b,c,d) :: Due Date: 
Problem Set Chapter 5 :: 5.3, 5.4, 5.6, 5.12, 5.15, 5.17 :: Computer Experiments: 5.1 (a,b,c) :: Due Date: 
Problem Set Chapter 6 :: 6.3, 6.4, 6.5, 6.7 :: Computer Experiments: 6.1 (a,b) :: Due Date: 

Problem Set Chapter 11, 12, 14 :: 11.2, 11.6, 11.10, 12.3 (Only BSAS) :: Computer Experiments: 14.6 (a,b,c) :: Due Date: 

Useful Links:

K-Nearest Neighbor (KNN) Classification Demo

Perceptron Algorithm Demo

SVM Classification Demo

PCA Demo

K-Means Clustering Demo

Book Website (COMPANION MATERIALS)

The Matrix Cookbook

Projects:
Ms. Oruji: Spatial and Structured SVM for Multilabel Image Classification
Mr. Sebtonabi: Hybrid Feature Selection Methods in Microarray Gene Expression Data for Cancer Classification
Ms. Tabari: ECG Classification Using Wavelet Packet Entropy and Random Forests
Mr. Alemi: Text Classification using Nonlinear Dimensionality Reduction and SVM
Mr. Moallemi: Image-based Emotion Recognition Using Evolutionary Algorithms
Ms. Baratian: Sparse Representation for Signal Classification
Ms. Goshayesh: Relay Selection for Physical-Layer Security Using Decision Tree
Ms. Rastegar: Brain White Matter Lesions Classification in Multiple Sclerosis Subjects