| Line 38: | Line 38: | ||
*Slectures on Probability and Statistics | *Slectures on Probability and Statistics | ||
| − | **[[ECE662 Whitening and Coloring Transforms S14 MH|Whitening and Coloring Transforms]], by [[User:Mhossain|Maliha Hossain]] <span style="color:GREEN">OK</span> | + | **[[ECE662 Whitening and Coloring Transforms S14 MH|Whitening and Coloring Transforms]], by [[User:Mhossain|Maliha Hossain]] <span style="color:GREEN">OK</span> |
**How to generate random n dimensional data from two categories with different priors | **How to generate random n dimensional data from two categories with different priors | ||
***[[How to generate random n dimensional data from two categories with different priors slecture Minwoong Kim ECE662 Spring 2014|Video slecture in Korean ]], by Minwoong Kim QUESTION PAGE MUST BE EDITED TO FOLLOW FORMATS OF OTHERS | ***[[How to generate random n dimensional data from two categories with different priors slecture Minwoong Kim ECE662 Spring 2014|Video slecture in Korean ]], by Minwoong Kim QUESTION PAGE MUST BE EDITED TO FOLLOW FORMATS OF OTHERS | ||
| − | ***[[How to generate random n dimensional data from two categories with different priors slecture Minwoong Cho ECE662 Spring 2014|Video slecture in Korean ]], by Hyun Dok Cho NEEDS TO EDIT QUESTION PAGE TO FOLLOW FORMAT OF OTHERS | + | ***[[How to generate random n dimensional data from two categories with different priors slecture Minwoong Cho ECE662 Spring 2014|Video slecture in Korean ]], by Hyun Dok Cho NEEDS TO EDIT QUESTION PAGE TO FOLLOW FORMAT OF OTHERS |
| − | ***[[The principles for how to generate random samples from a Gaussian distribution|Text slecture in English]] by Joonsoo Kim PAGE STILL EMPTY | + | ***[[The principles for how to generate random samples from a Gaussian distribution|Text slecture in English]] by Joonsoo Kim PAGE STILL EMPTY |
| − | ***[[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] <span style="color:GREEN">OK</span> | + | ***[[PCA|Text slecture in English]], by [http://web.ics.purdue.edu/~zhou338/ Tian Zhou] <span style="color:GREEN">OK</span> |
| − | ***[[PCA Theory Examples|Text slecture in English]], by Sujin Jang <span style="color:GREEN">OK</span> | + | ***[[PCA Theory Examples|Text slecture in English]], by Sujin Jang <span style="color:GREEN">OK</span> |
| − | ***[[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 | ||
| − | **[[Curse of Dimensionality|Text slecture in English]], and [[Curse of Dimensionality Chinese|in Chinese]] by Haonan Yu USE SAME COMMENT PAGE FOR BOTH ENGLISH AND CHINESE VERSION | + | **[[Curse of Dimensionality|Text slecture in English]], and [[Curse of Dimensionality Chinese|in Chinese]] by Haonan Yu USE SAME COMMENT PAGE FOR BOTH ENGLISH AND CHINESE VERSION |
*Slectures on Bayes Rule | *Slectures on Bayes Rule | ||
**Bayes Rule in Layman's Terms | **Bayes Rule in Layman's Terms | ||
| Line 55: | Line 55: | ||
**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] <span style="color:GREEN">OK</span> | ***[[From Bayes Theorem to Pattern Recognition via Bayes Rule|Text slecture in English]] by [http://varunvasudevan.com/ Varun Vasudevan] <span style="color:GREEN">OK</span> | ||
| − | ***[[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 |
| − | ***[[Derivation of Bayes rule In Greek|Text slecture in Greek]] by Stylianos Chatzidakis SLECTURE STILL MISSING | + | ***[[Derivation of Bayes rule In Greek|Text slecture in Greek]] by Stylianos Chatzidakis SLECTURE STILL MISSING |
| − | ***[[Derivation of Bayes rule In Chinese|Text slecture in Chinese]] by Weibao Wang EMPTY COMMENT PAGE | + | ***[[Derivation of Bayes rule In Chinese|Text slecture in Chinese]] by Weibao Wang EMPTY COMMENT PAGE |
| − | **Optimality of Bayes Rule | + | **Optimality of Bayes Rule |
| − | ***[[ | + | ***[[Slecture optimality bayes decision rule michaux ECE662S14|Video slecture in English]] by Aaron Michaux NEEDS FORMATING+COMMENT PAGE |
| − | ***[[ | + | ***[[Slecture optimality bayes decision rule michaux ECE662S14|Video slecture in Korean]] by Jeong-wan Kim NEEDS FORMATTING+COMMENT PAGE |
**Upper Bounds for Bayes Error | **Upper Bounds for Bayes Error | ||
| − | ***[[Upper Bounds for Bayes Error|Text slecture in English]] by G. M. Dilshan Godaliyadda QUESTION PAGE NEEDS SLIGHT EDITING TO FOLLOW FORMAT OF OTHERS | + | ***[[Upper Bounds for Bayes Error|Text slecture in English]] by G. M. Dilshan Godaliyadda QUESTION PAGE NEEDS SLIGHT EDITING TO FOLLOW FORMAT OF OTHERS |
***[[Upper Bound for Bayes error|Text slecture in English]] by Yihan Ding EMPTY COMMENT PAGE | ***[[Upper Bound for Bayes error|Text slecture in English]] by Yihan Ding EMPTY COMMENT PAGE | ||
| − | ***[[Test|Text slecture in English (includes the derivation of Chernoff Distance)]] by Jeehyun Choe <span style="color:GREEN">OK</span> | + | ***[[Test|Text slecture in English (includes the derivation of Chernoff Distance)]] by Jeehyun Choe <span style="color:GREEN">OK</span> |
**Bayes Rule to Minimize Risk | **Bayes Rule to Minimize Risk | ||
| − | ***[[Slecture Bayes rule to minimize risk Andy Park ECE662 Spring 2014|Video slectures in English]], by Andy Park EMPTY QUESTION PAGE | + | ***[[Slecture Bayes rule to minimize risk Andy Park ECE662 Spring 2014|Video slectures in English]], by Andy Park EMPTY QUESTION PAGE |
| − | ***[[Bayes Rule Minimize Risk Dennis Lee|Text slecture in English]] by Dennis Lee <span style="color:GREEN">OK</span> | + | ***[[Bayes Rule Minimize Risk Dennis Lee|Text slecture in English]] by Dennis Lee <span style="color:GREEN">OK</span> |
| − | **Bayes Rule for Normally Distributed Features | + | **Bayes Rule for Normally Distributed Features |
| − | ***[[ | + | ***[[Discussion about Discriminant Functions for the Multivariate Normal Density|Text slecture in English]] by Yanzhe Cui |
***[[Bayes Rule for 1-dimensional and N-dimensional feature spaces|Text slecture in English]] by Jihwan Lee | ***[[Bayes Rule for 1-dimensional and N-dimensional feature spaces|Text slecture in English]] by Jihwan Lee | ||
**[[Bayes rule in practice]] by Lu Wang | **[[Bayes rule in practice]] by Lu Wang | ||
| Line 88: | Line 88: | ||
***[[Bayes Parameter Estimation|Text slecture in English]] by Haiguang Wen | ***[[Bayes Parameter Estimation|Text slecture in English]] by Haiguang Wen | ||
***[[Bayersian Parameter Estimation: Gaussian Case|Text slecture in English]], by Shaobo Fang | ***[[Bayersian Parameter Estimation: Gaussian Case|Text slecture in English]], by Shaobo Fang | ||
| − | ***[[Bayes Parameter Estimation with examples|Text slecture in English]] by Yu Wang | + | ***[[Bayes Parameter Estimation with examples|Text slecture in English]] by Yu Wang |
**Introduction to Local density Estimation Techniques (so-called "non-parametric") | **Introduction to Local density Estimation Techniques (so-called "non-parametric") | ||
***[[Introduction to local density estimation methods|Text slecture in English]] by Yu Liu | ***[[Introduction to local density estimation methods|Text slecture in English]] by Yu Liu | ||
| Line 97: | Line 97: | ||
***[[Parzen Windows|Text slecture in English]] by Abdullah Alshaibani | ***[[Parzen Windows|Text slecture in English]] by Abdullah Alshaibani | ||
**Density Estimation with K-Nearest Neighbors (KNN) | **Density Estimation with K-Nearest Neighbors (KNN) | ||
| − | ***[[KnnDensityEstimation|Text slecture in English]] by Raj Praveen Selvaraj | + | ***[[KnnDensityEstimation|Text slecture in English]] by Raj Praveen Selvaraj |
**The Nearest Neighbor Decision Rule | **The Nearest Neighbor Decision Rule | ||
***[[Estimation Using Nearest Neighbor|Text slecture in English]] by Sang Ho Yoon | ***[[Estimation Using Nearest Neighbor|Text slecture in English]] by Sang Ho Yoon | ||
Revision as of 15:33, 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 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 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
