Class Time: TF 1011:50AM
Room: Darrin 337
Instructor Office Hours: Lally 307, Tue 122pm
TA: Amr Elsisy
TA Office Hours: AE 217, Mon & Thurs 2:303:30pm
TA Contact:
Table of Contents (hide)

A tentative sequence of topics to be covered in the classes; changes are likely as the course progresses.
Day: Date  Topic  Readings  Lectures 

F: Sep 1  NO CLASS (Religious Holiday)  
T: Sep 5  Data Mining and Analysis: Algebraic and Probabilistic Views  Chapter 1  Attach:lecture1.pdf 
F: Sep 8  Numeric Attributes  Chapter 2  Attach:lecture2.pdf 
T: Sep 12  Numeric Attributed & Dimensionality Reduction I  Chapters 2 & 7  Attach:lecture3.pdf 
F: Sep 15  Principal Component Analysis  Chapter 7  Attach:lecture4.pdf 
T: Sep 19  High Dimensional Data Analysis & Kernel Methods  Chapters 6, 5  Attach:lecture5.pdf 
F: Sep 22  Kernel Methods & Kernel PCA  Chapter 5, 7  Attach:lecture6.pdf 
T: Sep 26  Linear Discriminant Analysis & Regression  Chapter 20; see Attach:regression.pdf  Attach:lecture7.pdf 
F: Sep 29  Regression  Read: Attach:regression.pdf  Attach:lecture8.pdf 
T: Oct 3  Ridge, Kernel and Logistic Regression  Read: Attach:logistic_regression.pdf  Attach:lecture9.pdf 
F: Oct 6  EXAM I  
T: Oct 10  NO CLASS (Mon Schedule)  
F: Oct 13  SVMs  Chapter 21  Attach:lecture10.pdf 
T: Oct 17  Bayes Classifier  Chapter 18  Attach:lecture11.pdf 
F: Oct 20  KNN & Decision Trees  chapters 19  Attach:lecture12.pdf 
T: Oct 24  Classifier Evaluation & Ensemble Classifiers  Chapter 22  
F: Oct 27  Neural Networks I  See Piazza Resources  
T: Oct 31  Neural Networks II  See Piazza Resources  
F: Nov 3  KMeans/EM Clustering  Chapter 13  
T: Nov 7  EXAM II  
F: Nov 10  Hierarchical & Densitybased Clustering  Chapter 14, 15  
T: Nov 14  Density Clustering  Chapters 15  
F: Nov 17  Spectral & Graph Clustering  Chapter 16  
T: Nov 21  Cluster Evaluation  Chapters 17  
F: Nov 24  NO CLASS (Thanksgiving Break)  
T: Nov 28  Itemset Pattern Mining  Chapter 8  
F: Dec 1  Graph Pattern Mining  Chapter 11  
T: Dec 5  Graph Analysis I  Chapter 4  
F: Dec 8  Graph Analysis II & Wrapup  Chapter 4  
T: Dec 11  EXAM III 