DATA WAREHOUSING AND DATA MINING
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Introduction to Data Warehousing
Evolution of Data Warehousing
Data Warehousing concepts
Data Warehousing
Benefits of Data Warehousing
Comparison of OLTP and Data Warehousing
Problems of Data Warehousing.
Data Warehousing Architecture
Architecture
Operational Data and Datastore
Load Manager, Warehouse Manager, Query Manager
Detailed Data, Lightly and Highly summarized Data
Archive/Backup Data
Meta-Data
architecture model, 2-tier, 3-tier and 4-tier data...
End user Access tools
Data Warehousing Tools and Technology
Extraction
cleaning and Transformation tools
Data Warehouse DBMS
Data Warehouse Meta-Data
Data Warehouse Administration Tools
Data Warehouse Management Tools
operational vs. information Systems
OLAP & DSS support in data warehouse
Types of Data Warehouses & Data Warehouse Design
Data warehousing Design
Designing Data warehouse Database
Database Design Methodology for Data Warehouses
Data Warehousing design Using Oracle
Data Mining
Basic Data Mining tasks
Knowledge discovery in databases
Issues
OLTP System
Fuzzy sets
Fuzzy Logic
Information Retrieval
Dimensional modeling
OLAP
Web search engines
data mining techniques
Classification
Statistical based algorithms
Distance based algorithms
Clustering
Minimum Spanning Tree
K-means clustering
Nearest neighbor algorithm
Association Rules
Large items sets
Web Mining
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Statistical based algorithms
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