Difference between revisions of "2014 Spring ECE 662 Boutin Statistical Pattern recognition slectures" - Rhea

Revision as of 16:55, 14 May 2014

0. Foreword by Professor Boutin

1. Background Material

• Probability and Statistics
  • Whitening and Coloring Transforms
    • Whitening and Coloring Transforms, by Maliha Hossain Very clear!
  • How to generate random n dimensional data from two categories with different priors
    • Video slecture in English by Alex Gheith OK
    • Video slecture in Korean , by Minwoong Kim OK
    • Video slecture in Korean , by Hyun Dok Cho OK
    • Text slecture in English by Joonsoo Kim OK
    • Text slecture in English by Jonghoon Jin OK
• Principal Component Analysis (PCA)
  • Text slecture in English, by Tian Zhou OK
  • Text slecture in English, by Sujin Jang OK
  • Video slecture in English, and Chinese, by Tsung Tai Yeh OK
  • Video slecture in English, by Khalid Tahboub <span style="color:GREEN" />
• The Curse of Dimensionality
  • Text slecture in English, and in Chinese by Haonan Yu USE SAME COMMENT PAGE FOR BOTH ENGLISH AND CHINESE VERSION

2. Bayes Rule

• • 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
• Slectures on Density Estimation
  • Maximum Likelihood Estimation (MLE)
    • Text slecture in English by Sudhir Kylasa OK
    • Text slecture in English by Hariharan Seshadri OK
    • Video slecture in English by Anantha Raghuraman OK
    • Video slecture in English by Spencer Carver OK
    • Text slecture in English by Lu Zhang OK
    • Video slecture in English by Keehwan Park OK
    • Text slecture in English by Wen Yi
    • Text slecture in English by Zhenpeng Zhao
  • Bayesian Estimation (BPE)
    • Text slecture in English by Haiguang Wen OK
    • Text slecture in English, by Shaobo Fang
    • Text slecture in English by Yu Wang
  • 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
• Slectures on Linear Classifiers
  • Text slecture in English by John Mulcahy-Stanislawczyk
  • Text slecture in English by Borui Chen
• Slectures on Support Vector Machines (SVM)
  • Text slecture in English by Xing Liu
  • Video slecture in English by Tao Jiang
• Slectures on Clustering Algorithms (supplemental material)
  • text slecture in English by David Runyan

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