| Line 39: | Line 39: | ||
*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]] | **[[ECE662 Whitening and Coloring Transforms S14 MH|Whitening and Coloring Transforms]], by [[User:Mhossain|Maliha Hossain]] | ||
| − | **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 | ***[[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 | ||
| − | ***[[How to generate random n dimensional data from two categories with different priors slecture Minwoong Cho ECE662 Spring 2014|Video slecture in English ]], by Hyun Dok Cho | + | ***[[How to generate random n dimensional data from two categories with different priors slecture Minwoong Cho ECE662 Spring 2014|Video slecture in English ]], by Hyun Dok Cho |
| − | **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] | ||
| − | ***[[ | + | ***[[PCA Theory Examples|Text slecture in English]], by Sujin Jang |
***[[Kernel PCA|Video slecture in English, and Chinese]], by Tsung Tai Yeh | ***[[Kernel PCA|Video slecture in English, and Chinese]], by Tsung Tai Yeh | ||
*Slectures on Curse of Dimensionality | *Slectures on Curse of Dimensionality | ||
| Line 56: | Line 56: | ||
***[[Derivation Bayes Rule slecture ECE662 Spring2014 Kim|Video slecture in English]] by Jieun Kim | ***[[Derivation Bayes Rule slecture ECE662 Spring2014 Kim|Video slecture in English]] by Jieun Kim | ||
***[[Derivation of Bayes rule In Greek|Text slecture in Greek]] by Stylianos Chatzidakis | ***[[Derivation of Bayes rule In Greek|Text slecture in Greek]] by Stylianos Chatzidakis | ||
| − | ***[[Derivation of Bayes rule In Chinese|Text slecture in Chinese]] by Weibao Wang | + | ***[[Derivation of Bayes rule In Chinese|Text slecture in Chinese]] by Weibao Wang |
**Bayes Rule for Normally distributed Features | **Bayes Rule for Normally distributed Features | ||
***[[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 | ||
| Line 68: | Line 68: | ||
**[[Bayes rule in practice]] by Lu Wang | **[[Bayes rule in practice]] by Lu Wang | ||
*Slectures on Neyman-Pearson test and ROC curves | *Slectures on Neyman-Pearson test and ROC curves | ||
| − | **[[Neyman- | + | **[[Neyman-Pearson Lemma and Receiver Operating Characteristic Curve|Text slecture in English]] by [https://engineering.purdue.edu/~lee714/ Soonam Lee] |
| − | **[[ | + | **[[ROC curve analysis slecture ECE662 Spring0214 Sun|Video slecture in English]] by Jianxin Sun |
| + | ** [[ECE662_roc|Text slecture in English]] by Hao Lin] | ||
*Slectures on Density Estimation | *Slectures on Density Estimation | ||
**Maximum Likelihood Estimation (MLE) | **Maximum Likelihood Estimation (MLE) | ||
***[[Mle tutorial|Text slecture in English]] by Sudhir Kylasa | ***[[Mle tutorial|Text slecture in English]] by Sudhir Kylasa | ||
| − | ***[[Maximum Likelihood Estimation Analysis for various Probability Distributions|Text slecture in English]] by Hariharan Seshadri | + | ***[[Maximum Likelihood Estimation Analysis for various Probability Distributions|Text slecture in English]] by Hariharan Seshadri |
| − | ***[[Video slecture in English: Introduction to Maximum Likelihood Estimation|Video slecture in English]] by Anantha Raghuraman | + | ***[[Video slecture in English: Introduction to Maximum Likelihood Estimation|Video slecture in English]] by Anantha Raghuraman |
***[[Expected Value and Deviation of Maximum LIkelihood Estimates over Multiple Trials]] by Spencer Carver | ***[[Expected Value and Deviation of Maximum LIkelihood Estimates over Multiple Trials]] by Spencer Carver | ||
***[[Deviation of Maximum Likelihood Estimators and Basic Properties of ML Method|Text slecture in English]] by Lu Zhang | ***[[Deviation of Maximum Likelihood Estimators and Basic Properties of ML Method|Text slecture in English]] by Lu Zhang | ||
| − | ***[[SlectureKeehwanECE662Spring14|Video slecture in English]] by Keehwan Park | + | ***[[SlectureKeehwanECE662Spring14|Video slecture in English]] by Keehwan Park |
**Bayesian Estimation (BPE) | **Bayesian Estimation (BPE) | ||
| − | ***[[ | + | ***[[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 | ||
**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 | ||
| − | ***[[ | + | ***[[Slecture Introduction local density estimation methods ECE662 Spring2014 Aziza|Video slecture in Russian]] by Aziza Satkhozhina |
**Density Estimation with Parzen Windows | **Density Estimation with Parzen Windows | ||
| − | ***[[ParzenWindow|Text slecture in English]] by Chiho Choi | + | ***[[ParzenWindow|Text slecture in English]] by Chiho Choi |
***[[Parzen Window Density Estimation|Text slecture in English]] by Ben Foster | ***[[Parzen Window Density Estimation|Text slecture in English]] by Ben Foster | ||
| − | ***[[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) | ||
***Link here | ***Link here | ||
**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 | ||
| − | *Slectures on Linear Classifiers | + | *Slectures on Linear Classifiers |
| − | **Link here | + | **Link here |
| − | *Slectures on Support Vector Machines (SVM) | + | *Slectures on Support Vector Machines (SVM) |
| − | **[[Least Squares Support Vector Machine and its Applications in Solving Linear Regression Problems]] by Xing Liu | + | **[[Least Squares Support Vector Machine and its Applications in Solving Linear Regression Problems]] by Xing Liu |
| + | |||
---- | ---- | ||
Revision as of 09:45, 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
- Video slecture in English , by Hyun Dok Cho
- Principal Component Analysis (PCA)
- Text slecture in English, by Tian Zhou
- Text slecture in English, by Sujin Jang
- Video slecture in English, and Chinese, by Tsung Tai Yeh
- Slectures on Curse of Dimensionality
- Text slecture in English, and in Chinese by Haonan Yu
- 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
- Video slecture in English by Nadra Guizani
- Video slecture in English by Jieun Kim
- Text slecture in Greek by Stylianos Chatzidakis
- Text slecture in Chinese by Weibao Wang
- Text slecture in English by Varun Vasudevan
- Bayes Rule for Normally distributed Features
- Text slecture in English by Jihwan Lee
- 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 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
- 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)
- Link here
- 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
