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DATA WAREHOUSING AND DATA MINING pdf Notes (DWDM)

Data Warehousing and Data Mining pdf Notes

DATA WAREHOUSING AND DATA MINING pdf Notes – DWDM pdf Notes

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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 ppt Notes 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 ppt Notes 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 ppt Notes 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 ppt Notes 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 ppt Notes 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 ppt Notes 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 ppt Notes 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 ppt Notes 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 

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