[Pdf] #1: DWDM Notes-Data Warehousing and Data Mining Notes Pdf Free Download

DWDM Pdf notes – Here you can get lecture notes of Data Warehousing and Data Mining Notes pdf with unit wise topics. Here we have listed different units wise downloadable links of Data Warehousing and Data Mining Notes pdf where you can click to download respectively.

Data Warehousing and Data Mining Pdf Notes - DWDM Pdf Notes - Data Warehousing and Data Mining Notes pdf – DWDM notes pdf
The Data Warehousing and Data Mining Pdf Notes – DWDM Pdf Notes – Data Warehousing and Data Mining Notes pdf – DWDM notes pdf

DWDM Notes-Data Warehousing and Data Mining Notes Pdf Free Download

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Unit 7

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Data Warehousing and Data Mining Pdf Notes – DWDM Pdf Notes

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Data Warehousing and Data Mining Pdf Notes – DWDM Pdf Notes

UNIT – I

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

Download DWDM ppt unit – 1

UNIT – II

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

Download DWDM ppt unit – 2

 

UNIT – III

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

Download DWDM ppt unit – 3

UNIT – IV

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

Download DWDM ppt unit – 4

Data Warehousing and Data Mining Notes Pdf – DWDM Notes Pdf

UNIT – V

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

Download DWDM ppt unit – 5

UNIT – VI

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

Download DWDM ppt unit – 6

UNIT – VII

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

Download DWDM ppt unit – 7

UNIT – VIII

  • Applications and Trends In Data Mining :Data Mining Products and Research Prototypes,Data mining applications, Multidimensional Analysis and Descriptive mining of Complex Data objects.

Download DWDM 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. The Data Mining Techniques – ARUN K PUJARI, University Press.
  3. Data Warehousing in the Real World – SAM ANAHORY & DENNIS MURRAY. Pearson Edn Asia.
  4. DW – 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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