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19CS5251- DATA MINING
August 23, 2022 1
Data Mining
UNIT I: DATA MINING
1.1 Motivation
1.2 Steps in Data Mining
1.3 Architecture
1.4 Data Mining and Databases
1.5 Data Warehouses
1.6 Data Mining functionalities
1.7 Classification
1.8 Data Mining Primitives
1.9 Major issues
1.10 DATA PREPROCESSING:
1.10.1 Descriptive data summarization
1.10.2 Data Cleaning
1.10.3 Data integration and transformation
1.10.4 Data Reduction
1.10.5 Data discretization and concept hierarchy generation
Data Mining
August 23, 2022 2
3
Topics Covered
 Unit 1
 1.6 Data Mining functionalities
August 23, 2022 Data Mining
Data Mining deals with the discovery of
hidden Knowledge , unexpected pattern
and new rules from large data sets
4
DATA MINING
August 23, 2022 4
Data Mining
1.6 Data Mining functionalities
August 23, 2022 Data Mining 5
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 6
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 7
Evolution Analysis
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 8
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 9
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 10
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 11
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 12
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 13
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 14
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 15
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 16
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 17
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 18
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 19
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 20
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 21
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 22
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 23
• A 2-D plot of customer data with respect to customer locations in a city,
showing three data clusters. Each cluster “center” is marked with a “+”.
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 24
1.6 Data Mining functionalities
(Cont..)
August 23, 2022 Data Mining 25
Data evolution analysis describes and models regularities or trends for
objects whose behavior changes over time.
It may include
characterization, discrimination, association and correlation analysis,
classification, prediction, or clustering of timerelated data, distinct features
of such an analysis include time-series data analysis, sequence or
periodicity pattern matching, and similarity-based data analysis.
Evolution Analysis
THANK YOU
August 23, 2022 Data Mining 26
ACTIVITY LINK
August 23, 2022 Data Mining 27
https://forms.gle/o541rMyPR96yybYs8

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UNIT1-PPT2-1.6.pptx

  • 1. 19CS5251- DATA MINING August 23, 2022 1 Data Mining
  • 2. UNIT I: DATA MINING 1.1 Motivation 1.2 Steps in Data Mining 1.3 Architecture 1.4 Data Mining and Databases 1.5 Data Warehouses 1.6 Data Mining functionalities 1.7 Classification 1.8 Data Mining Primitives 1.9 Major issues 1.10 DATA PREPROCESSING: 1.10.1 Descriptive data summarization 1.10.2 Data Cleaning 1.10.3 Data integration and transformation 1.10.4 Data Reduction 1.10.5 Data discretization and concept hierarchy generation Data Mining August 23, 2022 2
  • 3. 3 Topics Covered  Unit 1  1.6 Data Mining functionalities August 23, 2022 Data Mining
  • 4. Data Mining deals with the discovery of hidden Knowledge , unexpected pattern and new rules from large data sets 4 DATA MINING August 23, 2022 4 Data Mining
  • 5. 1.6 Data Mining functionalities August 23, 2022 Data Mining 5
  • 6. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 6
  • 7. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 7 Evolution Analysis
  • 8. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 8
  • 9. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 9
  • 10. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 10
  • 11. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 11
  • 12. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 12
  • 13. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 13
  • 14. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 14
  • 15. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 15
  • 16. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 16
  • 17. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 17
  • 18. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 18
  • 19. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 19
  • 20. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 20
  • 21. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 21
  • 22. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 22
  • 23. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 23 • A 2-D plot of customer data with respect to customer locations in a city, showing three data clusters. Each cluster “center” is marked with a “+”.
  • 24. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 24
  • 25. 1.6 Data Mining functionalities (Cont..) August 23, 2022 Data Mining 25 Data evolution analysis describes and models regularities or trends for objects whose behavior changes over time. It may include characterization, discrimination, association and correlation analysis, classification, prediction, or clustering of timerelated data, distinct features of such an analysis include time-series data analysis, sequence or periodicity pattern matching, and similarity-based data analysis. Evolution Analysis
  • 26. THANK YOU August 23, 2022 Data Mining 26
  • 27. ACTIVITY LINK August 23, 2022 Data Mining 27 https://forms.gle/o541rMyPR96yybYs8