UNIT I

DATA MINING - AN INTRODUCTION

12

Data Mining Concept - Importance of Data Mining - Data Warehouse-Concept - Significance of Data Warehousing - Data Mining Functionalities - Data Mining System Classification - Major issues in Data Mining

UNIT II

PRODUCTS and RESEARCH PROTOTYPES OF DATAMINING

12

How to Choose Data Mining System - Theoretical Foundation of Data Mining - Statistical Data Mining - Data Mining and Collaborative Filtering

UNIT III

SOCIAL IMPACTS OF DATA MINING 

12

Ubiquitous and Invisible Data Mining - Data Mining Privacy and Data Security - Trends in Data Mining - Steps in Data Mining - Tools for Data Mining

UNIT IV

DATA WAREHOUSING 

12

How to Build Data Warehouse  - Design Consideration Warehouse - Technological in Designing  - Architecture of  Data Warehousing - Crucial Decision in Designing Data Warehouse - Usage of Data Warehousing - Characteristics of a Data Warehouse - Data Marts - Types - Loading Data Mart - Meta Data for a Data Mart

UNIT V

APPLICATIONS OF DATA MINING AND DATA WAREHOUSING               

12

Data Mining for Financial Data Analysis - Data Mining for Retail Industry - Data Mining for Telecommunication - Data Mining for Marketing - Census - Prices of Essential Commodities - Agriculture Rural Development - Health  - Planning -

Education

TOTAL: 60

TEXT BOOKS:

Sl.No.

Author(s)

Title of the Book

Publisher

Year of

Publication

1

Jiawei Han and Michline Kamber

Data Mining -Concepts and Techniques

Morgan Kaufmann Publishers

Second Edition

2006

2

Alex Berson

Stephen Smith and

Kurt Thearling

Building Data Mining Applications for CRM

Tata McGraw Hill

2007

3

Prabhu C S R

Data Warehousing

Prentice Hall of India

2007

REFERENCE BOOKS:

Sl.No.

Author(s)

Title of the Book

Publisher

Year of

Publication

1.

Soman K P

 Syam Diwakar

 and Ajay V

Insight in to Data Mining Theory and Practice

Prentice Hall of India

2006

2.

David Hand

Heikki Mannila and

Padhramic Smyth

Principles of Data Mining

Prentice Hall of India

2005

3.

Pieter Adriaans and

Dolf Zantinge

Data Mining

Pearson Education

2005

WEB URLs:

•  www.facweb.iitkgp.ernet.in

• www.cs.sfu.ca/CourseCentral

• www.crm2day.com/data_mining

• www.dwreview.com/Data_mining/index.html