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

Revision as of 06:26, 5 May 2014

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

Welcome to ECE662!

PLEASE FILL OUT THE COURSE EVALUATION AT WWW.PURDUE.EDU/EVAL

YOUR FEEDBACK IS TRULY APPRECIATED. THANKS FOR YOUR TIME. -PROF MIMI

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 OK
  - Video slecture in Korean , by Hyun Dok Cho OK
  - Text slecture in English by Joonsoo Kim QUESTION PAGE NEEDS FORMATTING TO LOOK LIKE THE OTHER ONES
  - Text slecture in English by Jonghoon Jin OK
- Principal Component Analysis (PCA)
  - Text slecture in English, by Tian Zhou WHERE DID YOUR QUESTION PAGE GO????
  - Text slecture in English, by Sujin Jang OK
  - Video slecture in English, and Chinese, by Tsung Tai Yeh OK
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
  - Video slecture in Spanish by Francis Phillip OK
- Derivation of Bayes Rule
  - Text slecture in English By Anonymous7 OK
  - Text slecture in English by Varun Vasudevan OK
  - Video slecture in English by Nadra Guizani OK
  - Video slecture in English by Jieun Kim OK
  - Text slecture in Greek by Stylianos Chatzidakis OK
  - Text slecture in Chinese by Weibao Wang OK
- Optimality of Bayes Rule
  - Video slecture in English by Aaron Michaux OK
  - Video slecture in Korean by Jeong-wan Kim OK
- 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 OK
  - 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 OK
  - Text slecture in Chinese by Robert Ness OK
  - Text slecture in English by Dennis Lee OK
- Bayes Rule for Normally Distributed Features
  - Text slecture in English by Yanzhe Cui QUESTION PAGE NEEDS TO BE FORMATTED TO LOOK LIKE THE OTHERS
  - Text slecture in English by Jihwan Lee OK
- Bayes rule in practice
  - Text slecture in English by Lu Wang OK
  - Text slecture in English by Chuohao Tang OK
Slectures on Neyman-Pearson test and ROC curves
- Text slecture in English by Soonam Lee OK
- Video slecture in English by Jianxin Sun OK
- Text slecture in English by Hao Lin OK
Slectures on Density Estimation
- Maximum Likelihood Estimation (MLE)
  - Text slecture in English by Sudhir Kylasa OK
  - Text slecture in English by Hariharan Seshadri OK
  - Video slecture in English by Anantha Raghuraman OK
  - 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
  - Text slecture in English by Zhenpeng Zhao
- 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
  - Video slecture in English by Nusaybah Abu-Mulaweh
  - Video slecture in English by Chenxi Yuan EMPTY QUESTION PAGE
- 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 OK

- Density Estimation with K-Nearest Neighbors (KNN)
  - Text slecture in English by Raj Praveen Selvaraj
  - Text slecture in English by Dan Barrett
  - Video slecture in English by Qi Wang OK
- The Nearest Neighbor Decision Rule
  - Text slecture in English by Sang Ho Yoon
  - Text slecture in English by Jonathan Manring OK

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
- Video slecture in English by Tao Jiang NEED TO FOLLOW FORMAT OF THE OTHERS AND ADD A QUESTION/COMMENTS PAGE

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

Back to main ECE662 page

@@ Line 83: / Line 83: @@
 **Maximum Likelihood Estimation (MLE)
 ***[[Mle tutorial|Text slecture in English]] by Sudhir Kylasa <span style="color:GREEN">OK</span>
-***[[Maximum Likelihood Estimation Analysis for various Probability Distributions|Text slecture in English]] by Hariharan Seshadri QUESTION PAGE NEEDS TO BE EDITED TO LOOK LIKE THE OTHERS
+***[[Maximum Likelihood Estimation Analysis for various Probability Distributions|Text slecture in English]] by Hariharan Seshadri <span style="color:GREEN">OK</span>
 ***[[Video slecture in English: Introduction to Maximum Likelihood Estimation|Video slecture in English]] by Anantha Raghuraman <span style="color:GREEN">OK</span>
 ***[[Convergence of the Maximum Likelihood Estimator over Multiple Trials|Video slecture in English]] by [http://web.ics.purdue.edu/~scarver/ Spencer Carver]