| Line 72: | Line 72: | ||
***[[Discussion about Discriminant Functions for the Multivariate Normal Density|Text slecture in English]] by Yanzhe Cui | ***[[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 | + | **Bayes rule in practice |
***[[Bayes rule in practice|Text slecture in English]] by Lu Wang | ***[[Bayes rule in practice|Text slecture in English]] by Lu Wang | ||
| − | ***[[ | + | ***[[662slecture tang|Text slecture in English]] by Chuohao Tang |
*Slectures on Neyman-Pearson test and ROC curves | *Slectures on Neyman-Pearson test and ROC curves | ||
**[[Neyman-Pearson Lemma and Receiver Operating Characteristic Curve|Text slecture in English]] by [https://engineering.purdue.edu/~lee714/ Soonam Lee] | **[[Neyman-Pearson Lemma and Receiver Operating Characteristic Curve|Text slecture in English]] by [https://engineering.purdue.edu/~lee714/ Soonam Lee] | ||
| Line 87: | Line 87: | ||
***[[Maximum Likelihood Estimators and Examples|Text slecture in English]] by Lu Zhang | ***[[Maximum Likelihood Estimators and Examples|Text slecture in English]] by Lu Zhang | ||
***[[SlectureKeehwanECE662Spring14|Video slecture in English]] by Keehwan Park | ***[[SlectureKeehwanECE662Spring14|Video slecture in English]] by Keehwan Park | ||
| + | ***[https://kiwi.ecn.purdue.edu/rhea/index.php/MLEforGMM |Text slecture in English] by Wen Yi | ||
**Bayesian Estimation (BPE) | **Bayesian Estimation (BPE) | ||
***[[Bayes Parameter Estimation|Text slecture in English]] by Haiguang Wen | ***[[Bayes Parameter Estimation|Text slecture in English]] by Haiguang Wen | ||
| Line 100: | Line 101: | ||
**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 | ||
| − | ***[[Knearestneighbors|Text slecture in English]] by Dan Barrett | + | ***[[Knearestneighbors|Text slecture in English]] by Dan Barrett |
**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 | ||
| − | ***[[ | + | ***[[Slecture from KNN to nearest neighbor|Text slecture in English]] by Jonathan Manring |
*Slectures on Linear Classifiers | *Slectures on Linear Classifiers | ||
**Link here | **Link here | ||
Revision as of 22:40, 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
- Text slecture in English by Lu Wang
- Text slecture in English by Chuohao Tang
- 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
- Video slecture in English by Spencer Carver
- Text slecture in English by Lu Zhang
- Video slecture in English by Keehwan Park
- |Text slecture in English by Wen Yi
- 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
- 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
