View source for ECE662 - Rhea

[[Category:ECE662]]

= [[ECE]] 662: Statistical Pattern Recognition and Decision Making Processes (cross-listed ad CS662)=
Click [[:Category:ECE662|here]] to view a list of all pages in the [[:Category:ECE662|ECE662 category]].
----
This course was previously developed and taught by Professor [https://engineering.purdue.edu/ECE/People/profile?resource_id=3088 Keinosuke Fukunaga].

ECE662 is a course that is cross-linked with CS. It is taught every Spring of even years. 


==Textbooks==
[["Introduction to Statistical Pattern Recognition" by K. Fukunaga_OldKiwi]]

== Peer Legacy ==
Share advice with future students regarding ECE662 on [[Peer_Legacy_ECE662|this page]].  

== Main Course Topics ==
* [[About Pattern Recognition]]
* [[Bayes_Decision_Theory]]
* [[Discriminant Functions]]
* [[Fisher Linear Discriminant]]
* [[Bayesian Decision Theory for Normally Distributed Features]]
* [[Feature Extraction]]
* [[Density Estimation]]
* [[Linear classifiers]]
* [[Artificial Neural Networks]]
* [[Support Vector Machines]]
* [[Clustering]]
* [[Decision Trees]]

== Interesting pages in the ECE662 category ==
*[[ECE662:Glossary_Old_Kiwi|Decision Theory Glossary]]
*[[Parametric_Estimators_OldKiwi|About Parametric Estimators]]
*[[Bayes_Rate_Fallacy:_Bayes_Rules_under_Severe_Class_Imbalance|Bayes rule under severe class imbalance]]
*[[Fisher_discriminant_under_nonlinear_data|Fisher linear discriminant can be used for non-linearly separable data too!]]
*[[ANN_Simulink_examples_ece662_Sp2010|A jump start on using Simulink to develop a ANN-based classifier]] 
*[[KNN-K_Nearest_Neighbor_OldKiwi|The K Nearest Neighbor Algorithm]]

== Semester/Instructor specific pages ==
*[[2012_Spring_ECE_662_Boutin|Spring 2012, Prof. Boutin]]
*[[2010_Spring_ECE_662_mboutin|Spring 2010, Prof. Boutin]]
*[[ECE662:BoutinSpring08_OldKiwi|Spring 2008, Prof. Boutin]]

==Other References==
* [["Pattern Classification" by Duda, Hart, and Stork_OldKiwi]]
* [["Pattern Recognition: A Statistical Approach" by P.A. Devijver and J.V. Kittler_OldKiwi]]
* [["Pattern Recognition and Neural Networks" by Brian Ripley_OldKiwi]]
* [["Introduction to Data Mining" by P-N Tan, M. Steinbach and V. Kumar_OldKiwi]]
----
[[ECE|Back to ECE]]

[[Meta Course List|Back to Course List]]