Vishwakarma Institute of Technology Master of Computer ...
Vishwakarma Institute of Technology Master of Computer ... Vishwakarma Institute of Technology Master of Computer ...
BRACT’S Vishwakarma Institute of Technology, Pune – 411 037 Department of Computer Engineering Structure & Syllabus of MCA Pattern C11, issue 03, Rev 01 Dt 2/4/2011 48 FF No. : 654 CS72310::DATA WAREHOUSING AND DATA MINING(LAB) Credits: 01 Teaching Scheme: - Laboratory 2 Hrs/Week Prerequisites: DBMS Objectives: - • To understand the process of data mining and the key steps involved well enough to lead/manage a real-life data mining project • Know the basics of data warehousing and how it facilitates data mining • To understand fundamental issues in statistical data analysis that cut across all procedures, such as generalization to other data, basic tradeoffs, and validity of models. • To deliver an overview of web data mining and other significant mining techniques List of Practicals 1. Gain experience using Weka, a software package for machine learning, and R, a software package for statistics; 2. Implementing Data cleansing method for a given problem. 3. Implementing data transformation for a given problem domain. 4. Generating association rules from a given large item set. 5. Implementing a priori algorithm. 6. Generating Decision Trees 7. Build Na¨ıve Bayesian Models 8. Two class classification by perceptron learning. 9. Implementing a linear regression model for a given problem. 10. Implementing K-means clustering algorithm using a data set. 11. Using clustering algorithm build a partitional model 12. Using clustering algorithm Build A Hierarchical Model 13. Using clustering algorithm Build a Probabilistic Model Text Books : 1. Jiawei Han and Micheline Kamber “Data mining: concepts and techniques”, the Morghan Kaufman, 2001. 2. Abraham Silberschatz, Henry F. Korth, S. Sudarshan, “Database Systems Concepts”, 5 th edition, 2005
Reference Books BRACT’S Vishwakarma Institute of Technology, Pune – 411 037 Department of Computer Engineering 1. T. Mitchell. “Machine Learning”, McGraw-Hill, 1997. 2. Hand, Smyth, Mannila “Principles of Data mining”, MIT press,2001. Structure & Syllabus of MCA Pattern C11, issue 03, Rev 01 Dt 2/4/2011 49
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Reference Books<br />
BRACT’S<br />
<strong>Vishwakarma</strong> <strong>Institute</strong> <strong>of</strong> <strong>Technology</strong>, Pune – 411 037<br />
Department <strong>of</strong> <strong>Computer</strong> Engineering<br />
1. T. Mitchell. “Machine Learning”, McGraw-Hill, 1997.<br />
2. Hand, Smyth, Mannila “Principles <strong>of</strong> Data mining”, MIT press,2001.<br />
Structure & Syllabus <strong>of</strong> MCA Pattern C11, issue 03, Rev 01 Dt 2/4/2011<br />
49
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