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

Revision as of 02:35, 30 April 2014

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

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
  • How to generate random n dimensional data from two categories with different priors
    • Video slecture in Korean , by Minwoong Kim
  • Principal Component Analysis (PCA)
    • Text slecture in English, by Tian Zhou
    • Text slecture in English, by Sujin Jang
• 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
  • 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
• Slectures on Neyman-Pearson test and ROC curves
  • Text slecture in English by Soonam Lee
  • Video slecture in English by Jianxin Sun
• 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: Introduction to Maximum Likelihood Estimation by Anantha Raghuraman
    • Expected Value and Deviation of Maximum LIkelihood Estimates over Multiple Trials by Spencer Carver
    • Text slecture in English by Lu Zhang
  • 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
    • Parzen Window method for classification - Text slecture in English|Text slecture in English by Chiho Choi
    • Text slecture in English by Ben Foster
    • Link here
  • Density Estimation with K-Nearest Neighbors (KNN)
    • Link here
  • The Nearest Neighbor Decision Rule
    • Text slecture in English by Sang Ho Yoon
• 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

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

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