CS725 : Data Mining

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Course Info

Course Category

Computer Science/Information Technology

Course Level

Graduate

Credit Hours

3

Pre-requisites

N/A

Instructor

Dr. Usman Ghani
Phd

Course Contents

Introduction DM, Data Objects and Attribute Types, Basic Statistical Descriptions of Data and Data Visualization, Measuring Data Similarity and Dissimilarity, Data preprocessing, Data Integration & Data Reduction, Data warehouse, Bayes Classification Methods, Mining Frequent Patterns, Classification, DTI, Model Evaluation, Selection and Rule Based Classification, Techniques to Improve Classification Accuracy, Clustering, Density and Model Based Methods, Introduction to WEKA, Web Mining