DATA WAREHOUSING AND DATA MINING Notes (DWDM)

Data Warehousing and Data Mining Notes

DATA WAREHOUSING AND DATA MINING Notes – DWDM Notes

Latest Material Links

Link – Complete Notes

Link – Unit 1 Notes

Link – Unit 2 Notes

Link – Unit 3 Notes

Link – Unit 4 Notes

Link – Unit 5 Notes

Link – Unit 6 Notes

Link – Unit 7 Notes

Link – Unit 8 Notes

Old Material Links

Link – DWDM Unit 1

Link – DWDM Unit 2

Link – DWDM Unit 3

Link – DWDM Unit 4

Link – DWDM Complete

Please find the more DWDM Notes ppt files download links below

UNIT – I

Introduction : Fundamentals of data mining, Data Mining Functionalities, Classification of Data Mining systems, Major issues in Data Mining. Data Preprocessing : Needs Preprocessing the Data, Data Cleaning, Data Integration and Transformation, Data Reduction, Discretization and Concept Hierarchy Generation.

Download DWDM Notes ppt unit – 1

UNIT – II

Data Warehouse and OLAP Technology for Data Mining Data Warehouse, Multidimensional Data Model, Data Warehouse Architecture, Data Warehouse Implementation, Further Development of Data Cube Technology, From Data Warehousing to Data Mining. Data cube computation and Data Generalization: Efficient methods for Data cube computation, Further Development of Data Cube and OLAP Technology, Attribute Oriented Induction.

Download DWDM Notes ppt unit – 2

 

UNIT – III

Mining Frequent Patterns, Associations And Correlations, Basic Concepts. Efficient And Scalable Frequent Itemset Mining Methods Mining Various Kinds Of Association Rules, From Associative Mining To Correlation Analysis, Constraint Based Association Mining.

Download DWDM Notes ppt unit – 3

 

UNIT – IV

Classification and Prediction : Issues Regarding Classification and Prediction, Classification by Decision Tree Induction, Bayesian Classification, Classification by Backpropagation, Support Vector Machines , Associative Classification, Lazy Learners , Other Classification Methods, Prediction, Accuracy and Error Measures, Evaluating the accuracy of Classifier or a predictor, Ensemble methods.

Download DWDM Notes ppt unit – 4

UNIT – V

Cluster Analysis Introduction : Types of Data in Cluster Analysis, A Categorization of Major Clustering Methods, Partitioning Methods, Density-Based Methods, Grid-Based Methods, Model-Based Clustering Methods, Outlier Analysis.

Download DWDM Notes ppt unit – 5

UNIT – VI

Mining Streams, Time Series and Sequence Data: Mining Data Streams Mining Time Series Data, Mining Sequence Patterns in Transactional Databases, Mining Sequence Patterns in biological Data, Graph Mining, Social Network Analysis and Multi Relational Data Mining

Download DWDM Notes ppt unit – 6

UNIT – VII

Mining Object, Spatial , Multimedia, Text and Web Data: Multidimensional Analysis and Descriptive mining of Complex Data objects, Spatial Data Mining, Multimedia Data Mining , Text Mining, Mining of the World WideWeb.

Download DWDM Notes ppt unit – 7

UNIT – VIII

Applications and Trends In Data Mining : Data mining applications, Data Mining Products and Research Prototypes, Additional Themes on Data Mining and Social Impacts Of Data Mining.

Download DWDM Notes ppt unit – 8

TEXT BOOKS :

  1. Data Mining – Concepts and Techniques – JIAWEI HAN & MICHELINE KAMBER Harcourt India.2nd ed 2006
  2. introduction to data mining- pang-ning tan, micheal steinbach and vipin kumar, pearson education.

REFERENCES :

  1. Data Mining Introductory and advanced topics –MARGARET H DUNHAM, PEARSON EDUCATION
  2. Data Mining Techniques – ARUN K PUJARI, University Press.
  3. Data Warehousing in the Real World – SAM ANAHORY & DENNIS MURRAY. Pearson Edn Asia.
  4. Data Warehousing Fundamentals – PAULRAJ PONNAIAH WILEY STUDENT EDITION.
  5. The Data Warehouse Life cycle Tool kit – RALPH KIMBALL WILEY STUDENT EDITION.

Note :- These notes are according to the r09 Syllabus book of JNTUH.In R13 ,8-units of R09 syllabus are combined into 5-units in r13 syllabus.Click here to check all the JNTU Syllabus books 

Check Also

JNTUH 1st Year B.Tech/B.Pharm R15 Advance Supply Results Aug 2017 | JNTUH 1st Year B.Tech R15 Advance Supply Results | JNTUH 1st Year B.Pharm R15 Advance Supply Results | JNTUH Results | JNTUH 1st Year B.Tech Results

JNTUH 1st Year B.Tech/B.Pharm R15 Advance Supply Results Aug 2017–Released

JNTUH 1st Year B.Tech/B.Pharm R15 Advance Supply Results Aug 2017 JNTUH B.tech/B.Pharm 1st Year Advance …

Leave a Reply

Your email address will not be published. Required fields are marked *