Difference between revisions of "2014 Spring ECE 662 Boutin" - Rhea

Revision as of 22:31, 30 April 2014

ECE662: Statistical Pattern Recognition and Decision Making Processes, Spring 2014 (cross-listed with CS662)

Course Information

Instructor:

• Professor Mimi Boutin

Office: MSEE342

Office hours

Assignment Drop Box

Lecture:

• When? TuTh, 10:30 - 11:45
• Where? EE117 (subject to change)

Slectures

Please use this template for text slectures or this template for video slectures

• Slectures on Probability and Statistics
  • Whitening and Coloring Transforms, by Maliha Hossain OK
  • How to generate random n dimensional data from two categories with different priors
    • Video slecture in Korean , by Minwoong Kim QUESTION PAGE MUST BE EDITED TO FOLLOW FORMATS OF OTHERS
    • Video slecture in Korean , by Hyun Dok Cho NEEDS TO EDIT QUESTION PAGE TO FOLLOW FORMAT OF OTHERS
    • Text slecture in English by Joonsoo Kim PAGE STILL EMPTY
    • Text slecture in English by Jonghoon Jin NEED TO CHANGE TITLE, ADD STUDENT NAME, ADD SLECTURE TEXT, CREATE QUESTION PAGE FOLLOWING FORMATS OF OTHERS
  • 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 NEED TO SEND VIDEO FILES TO PROF FOR UPLOAD ON RHEA YOUTUBE CHANNEL+UPLOAD PDF ON RHEA DIRECTLY+CREATE COMMENT PAGE FOLLOWING FORMAT OF OTHERS
• Slectures on Curse of Dimensionality
  • Text slecture in English, and in Chinese by Haonan Yu USE SAME COMMENT PAGE FOR BOTH ENGLISH AND CHINESE VERSION
• Slectures on Bayes Rule
  • Bayes Rule in Layman's Terms
    • Link to page here
  • Derivation of Bayes Rule
    • Text slecture in English by Varun Vasudevan OK
    • Video slecture in English by Nadra Guizani NEED TO CREATE A QUESTION PAGE FOLLOWING FORMAT OF OTHERS
    • Video slecture in English by Jieun Kim NEED TO EDIT QUESTION PAGE SO THAT FORMAT IS SAME AS OTHERS
    • Text slecture in Greek by Stylianos Chatzidakis SLECTURE STILL MISSING
    • Text slecture in Chinese by Weibao Wang EMPTY COMMENT PAGE
  • Optimality of Bayes Rule
    • Video slecture in English by Aaron Michaux NEEDS FORMATING+COMMENT PAGE
    • Video slecture in Korean by Jeong-wan Kim NEEDS FORMATTING+COMMENT PAGE
  • Upper Bounds for Bayes Error
    • Text slecture in English by G. M. Dilshan Godaliyadda QUESTION PAGE NEEDS SLIGHT EDITING TO FOLLOW FORMAT OF OTHERS
    • Text slecture in English by Yihan Ding EMPTY COMMENT PAGE
    • 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 EMPTY QUESTION PAGE
    • 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
  • Bayes rule in practice
    • Text slecture in English by Lu Wang
    • Text slecture in English by Chuohao Tang
• Slectures on Neyman-Pearson test and ROC curves
  • Text slecture in English by Soonam Lee
  • Video slecture in English by Jianxin Sun
  • Text slecture in English by Hao Lin
• Slectures on Density Estimation
  • Maximum Likelihood Estimation (MLE)
    • Text slecture in English by Sudhir Kylasa
    • Text slecture in English by Hariharan Seshadri
    • Video slecture in English by Anantha Raghuraman
    • Video slecture in English: Convergence of the Maximum Likelihood Estimator over Multiple Trials by Spencer Carver
    • Text slecture in English by Lu Zhang
    • Video slecture in English by Keehwan Park
  • Bayesian Estimation (BPE)
    • Text slecture in English by Haiguang Wen
    • 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
    • Video slecture in Russian by Aziza Satkhozhina
  • Density Estimation with Parzen Windows
    • Text slecture in English by Chiho Choi
    • Text slecture in English by Ben Foster
    • Text slecture in English by Abdullah Alshaibani
  • Density Estimation with K-Nearest Neighbors (KNN)
    • Text slecture in English by Raj Praveen Selvaraj
    • Text slecture in English by Dan Barrett
  • The Nearest Neighbor Decision Rule
    • Text slecture in English by Sang Ho Yoon
    • Text slecture in English by Jonathan Manring
• Slectures on Linear Classifiers
  • Link here
• Slectures on Support Vector Machines (SVM)
  • Least Squares Support Vector Machine and its Applications in Solving Linear Regression Problems by Xing Liu

Peer Reviews

• Instruction for peer reviewing HW1
• Instruction for peer reviewing HW2 (due before class on April 29)

Discussion

Feel free to use the space below for discussion, or create a page for discussion and link it below.

• Where to find data for HW1
• Possible Real-world data to use for class
• Programming help!
• New Discussion

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