DATA WAREHOUSING AND DATA MINING

ANNA UNIVERSITY TIRUCHIRAPPALLI
Tiruchirappalli - 620 024 Regulations 2007
Syllabus B.E. COMPUTER SCIENCE AND ENGINEERING
SEMESTER VIII (Common to CSE 8th Semester and IT 7th Semester)
DATA WAREHOUSING AND DATA MINING

UNIT I BASICS OF DATA WAREHOUSING 8
Introduction − Data warehouse − Multidimensional data model − Data warehouse architecture −
Implementation − Further development − Data warehousing to data mining.

UNIT II DATA PREPROCESSING, LANGUAGE, ARCHITECTURES,
CONCEPT DESCRIPTION 8
Why preprocessing − Cleaning − Integration − Transformation − Reduction − Discretization − Concept
hierarchy generation − Data mining primitives − Query language − Graphical user interfaces −
Architectures − Concept description − Data generalization − Characterizations − Class comparisons −
Descriptive statistical measures.

UNIT III ASSOCIATION RULES 9
Association rule mining − Single-dimensional boolean association rules from transactional databases −
Multi level association rules from transaction databases

UNIT IV CLASSIFICATION AND CLUSTERING 12
Classification and prediction − Issues − Decision tree induction − Bayesian classification − Association
rule based − Other classification methods − Prediction − Classifier accuracy − Cluster analysis − Types
of data − Categorization of methods − Partitioning methods − Outlier analysis.

UNIT V RECENT TRENDS 8
Multidimensional analysis and descriptive mining of complex data objects − Spatial databases −
Multimedia databases − Time series and sequence data − Text databases − World Wide Web −
Applications and trends in data mining.

Total: 45

TEXT BOOKS
1. Han, J. and Kamber, M., “Data Mining: Concepts and Techniques”, Harcourt India / Morgan
Kauffman, 2001.
2. Margaret H. Dunham, “Data Mining: Introductory and Advanced Topics”, Pearson Education
2004.

REFERENCES
1. Sam Anahory and Dennis Murry, “Data Warehousing in the real world”, Pearson Education,
2003.
2. David Hand, Heikki Manila and Padhraic Symth, “Principles of Data Mining”, PHI 2004.
3. W.H.Inmon, “Building the Data Warehouse”, 3rd Edition, Wiley, 2003.
4. Alex Bezon and Stephen J.Smith, “Data Warehousing, Data Mining and OLAP”, McGraw-Hill
Edition, 2001.
5. Paulraj Ponniah, “Data Warehousing Fundamentals”, Wiley-Interscience Publication, 2003.

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