File - Data Warehousing and Data Mining by Gopinath N
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DATA WAREHOUSING AND DATA MINING
BY
N.GOPINATH
AP/CSE
LEARNING OBJECTIVE
Understand the basic definitions and concepts
of data warehouses
Describe data warehouse architectures (high
level).
Describe the processes used in developing and
managing data warehouses
Explain data warehousing operations
Explain the role of data warehouses in decision
support
CONTD…
Explain data integration and the extraction,
transformation, and load (ETL) processes
Describe real-time (active) data warehousing
Understand data warehouse administration
and security issues
DATA WAREHOUSING DEFINITION
Data warehousing is a Subject oriented,
integrated, time variant and non-volatile
collection of data in support of management’s
decision making process.
CONTD…
Subject Oriented: Data that gives information
about a particular subject instead of about a
company's ongoing operations.
Integrated: Data that is gathered into the data
warehouse from a variety of sources and
merged into a coherent whole.
Time-variant: All data in the data warehouse is
identified with a particular time period.
Non-volatile: Data is stable in a data
warehouse. More data is added but data is
never removed.
Characteristics of data warehousing
Subject
oriented
Integrated
Time variant (time series)
Nonvolatile
Web based
Relational/multidimensional
Client/server
Real-time
Include metadata
SOME DEFINITIONS AND CONCEPTS
Data mart
A departmental data warehouse that stores
only relevant data
Dependent data mart
A subset that is created directly from a data
warehouse
Independent data mart
A small data warehouse designed for a
strategic business unit or a department
CONTD…
Operational data stores (ODS)
A type of database often used as an interim (Used for a
particular period of time) area for a data warehouse,
especially for customer information files
Enterprise data warehouse (EDW)
A technology that provides a vehicle for pushing data
from source systems into a data warehouse
Metadata
Data about data. In a data warehouse, metadata
describe the contents of a data warehouse and the
manner of its use
DATA WAREHOUSING PROCESS OVERVIEW
Organizations continuously collect data,
information, and knowledge at an increasingly
accelerated rate and store them in
computerized systems
The number of users needing to access the
information continues to increase as a result of
improved reliability and availability of network
access, especially the Internet
Thank you