SK Kataria & Sons Data Mining, Data Warehousing and OLAP by Gajendra Sharma

Content

Unit-I:

• Data Mining
• Data Processing
• Data Reduction

Unit-II:

• Data Mining Statistics
• Association Rules

Unit-III:

• Classification
• Decision Trees
• Bayesian Classification
• Artificial Neural Networks
• Genetic Algorithm
• Clustering

Unit-IV:

• Introduction to Data Warehousing
• Data Warehousing : Concepts and Mechanisms
• Building a Data Warehouse
• Client Server Computing
• Distributed and Parallel Processing
• Mapping Data Warehouse to a Multiprocessor Architecture
• Aggregation
• OLAP
• Business Competitive Analysis
• Security

Unit-V: Advance Data mining

• Web Mining
• Visual Web Data Mining
• Temporal and Spatial Data Mining
• Appendices
• References
• Examination Paper