2014 Spring ECE 662 Boutin Statistical Pattern recognition slectures - Rhea

The Boutin Lectures on Statistical Pattern Recognition

Multilingual Slectures by Students in the Spring 2014 Class of ECE662

0. Foreword by Professor Boutin

Whitening and Coloring Transforms
- Text slecture in English, by Maliha Hossain Very clear!
How to generate random n dimensional data from two categories with different priors (use these methods to generate data for homework)
- Video slecture in English by Alex Gheith
- Video slecture in Korean , by Minwoong Kim
- Video slecture in Korean , by Hyun Dok Cho
- Text slecture in English by Joonsoo Kim
- Text slecture in English by Jonghoon Jin
Principal Component Analysis (PCA)
- Text slecture in English, by Tian Zhou
- Text slecture in English, by Sujin Jang
- Video slecture in English, and Chinese, by Tsung Tai Yeh
- Video slecture in English, by Khalid Tahboub
The Curse of Dimensionality
- Text slecture in English, and in Chinese by Haonan Yu

- Bayes Rule in Layman's Terms
  - Video slecture in Spanish by Francis Phillip OK
- Derivation of Bayes Rule
  - Text slecture in English By Anonymous7 OK
  - Text slecture in English by Varun Vasudevan OK
  - Video slecture in English by Nadra Guizani OK
  - Video slecture in English by Jieun Kim OK
  - Text slecture in Greek by Stylianos Chatzidakis OK
  - Text slecture in Chinese by Weibao Wang OK
- Optimality of Bayes Rule
  - Video slecture in English by Aaron Michaux OK
  - Video slecture in Korean by Jeong-wan Kim OK
- Upper Bounds for Bayes Error
  - Text slecture in English by G. M. Dilshan Godaliyadda
  - Text slecture in English by Yihan Ding
  - Text slecture in English (includes the derivation of Chernoff Distance) by Jeehyun Choe OK
- Bayes Rule to Minimize Risk
  - Video slectures in English, by Andy Park OK
  - Text slecture in Chinese by Robert Ness OK
  - Text slecture in English by Dennis Lee OK
- Bayes Rule for Normally Distributed Features
  - Text slecture in English by Yanzhe Cui
  - Text slecture in English by Jihwan Lee OK
- Bayes rule in practice
  - Text slecture in English by Lu Wang OK
  - Text slecture in English by Chuohao Tang OK
Slectures on Neyman-Pearson test and ROC curves
- Text slecture in English by Soonam Lee OK
- Video slecture in English by Jianxin Sun OK
- Text slecture in English by Hao Lin OK

Introduction to Local density Estimation Techniques (so-called "non-parametric")
- Text slecture in English by Yu Liu OK
- Video slecture in Russian by Aziza Satkhozhina
- Video slecture in English by Nusaybah Abu-Mulaweh
- Video slecture in English by Chenxi Yuan OK
Density Estimation with Parzen Windows
- Text slecture in English by Chiho Choi OK
- Text slecture in English by Ben Foster OK
- Text slecture in English by Abdullah Alshaibani OK
Density Estimation with K-Nearest Neighbors (KNN)
- Text slecture in English by Raj Praveen Selvaraj OK
- Text slecture in English by Dan Barrett QUESTION PAGE
- Video slecture in English by Qi Wang OK
The Nearest Neighbor Decision Rule
- Text slecture in English by Sang Ho Yoon
- Text slecture in English by Jonathan Manring OK

Linear classifiers, projective coordinates, and Fisher linear discriminant
- Text slecture in English by John Mulcahy-Stanislawczyk
- Text slecture in English by Borui Chen
Support Vector Machines (SVM)
- Text slecture in English by Xing Liu
- Video slecture in English by Tao Jiang