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***[[Generation of N-dimensional normally distributed random numbers from two categories with different priors|Text slecture in English]] by Jonghoon Jin NEED TO CHANGE TITLE, ADD STUDENT NAME, ADD SLECTURE TEXT, CREATE QUESTION PAGE FOLLOWING FORMATS OF OTHERS | ***[[Generation of N-dimensional normally distributed random numbers from two categories with different priors|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) | **Principal Component Analysis (PCA) | ||
| − | ***[[PCA|Text slecture in English]], by [http://web.ics.purdue.edu/~zhou338/ Tian Zhou] | + | ***[[PCA|Text slecture in English]], by [http://web.ics.purdue.edu/~zhou338/ Tian Zhou] OK |
| − | ***[[PCA Theory Examples|Text slecture in English]], by Sujin Jang | + | ***[[PCA Theory Examples|Text slecture in English]], by Sujin Jang OK |
***[[Kernel PCA|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 | ***[[Kernel PCA|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 | *Slectures on Curse of Dimensionality | ||
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***Link to page here | ***Link to page here | ||
**Derivation of Bayes Rule | **Derivation of Bayes Rule | ||
| − | ***[[From Bayes Theorem to Pattern Recognition via Bayes Rule|Text slecture in English]] by [http://varunvasudevan.com/ Varun Vasudevan] | + | ***[[From Bayes Theorem to Pattern Recognition via Bayes Rule|Text slecture in English]] by [http://varunvasudevan.com/ Varun Vasudevan] OK |
***[[Derivation of Bayes' Rule from Bayes' Theorem|Video slecture in English]] by Nadra Guizani NEED TO CREATE A QUESTION PAGE FOLLOWING FORMAT OF OTHERS | ***[[Derivation of Bayes' Rule from Bayes' Theorem|Video slecture in English]] by Nadra Guizani NEED TO CREATE A QUESTION PAGE FOLLOWING FORMAT OF OTHERS | ||
***[[Derivation Bayes Rule slecture ECE662 Spring2014 Kim|Video slecture in English]] by Jieun Kim NEED TO EDIT QUESTION PAGE SO THAT FORMAT IS SAME AS OTHERS | ***[[Derivation Bayes Rule slecture ECE662 Spring2014 Kim|Video slecture in English]] by Jieun Kim NEED TO EDIT QUESTION PAGE SO THAT FORMAT IS SAME AS OTHERS | ||
Revision as of 14:31, 30 April 2014
Contents
ECE662: Statistical Pattern Recognition and Decision Making Processes, Spring 2014 (cross-listed with CS662)
Welcome to ECE662!
- HW2 grades have been entered into the "instructor's Comment" box.
- Reviews for HW2 are activated. Please complete your review before class on Tuesday April 29.
- Does anybody in the class speak Spanish (besides Francis)? If so, please send me an email. -pm
- Does anybody in the class speak Russian (besides Aziza)? If so, please send me an email. -pm
Course Information
Instructor:
- 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
- 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
- Text slecture in English by Joonsoo Kim
- 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 PAGES 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
- Optimality of Bayes Rule
- Video slecture in English by Aaron Michaux
- Video slecture in Korean by Jeong-wan Kim
- Upper Bounds for Bayes Error
- Text slecture in English by G. M. Dilshan Godaliyadda
- Text slecture in English by Yihan Ding PLEASE FOLLOW TEMPLATE
- Text slecture in English (includes the derivation of Chernoff Distance) by Jeehyun Choe
- Bayes Rule to Minimize Risk
- Video slectures in English, by Andy Park
- Text slecture in English by Dennis Lee
- Bayes Rule for Normally Distributed Features
- Text slecture in English by Yanzhe Cui
- Text slecture in English by Jihwan Lee
- Bayes rule in practice by Lu Wang
- Bayes Rule in Layman's Terms
- 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
- Expected Value and Deviation of Maximum LIkelihood Estimates 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
- The Nearest Neighbor Decision Rule
- Text slecture in English by Sang Ho Yoon
- Maximum Likelihood Estimation (MLE)
- Slectures on Linear Classifiers
- Link here
- Slectures on Support Vector Machines (SVM)
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
