การวิเคราะห์ข้อมูลด้วย weka

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กกกกกกกกกกกก กกกกกกกกกก WEKA ก.ก. กกกกกกกก กกกกกก sc32 55102011028 กกกกกกกกกกกกกก กกกกกกกกกกก กกกกกกกกกกก

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  1. 1. .. sc32 55102011028
  2. 2. Clustering
  3. 3. Cluster SimpleKMeans numClusters = 2
  4. 4. numClusters = 3
  5. 5. numClusters = 4
  6. 6. numClusters = 5
  7. 7. numClusters = 6
  8. 8. numClusters = 7
  9. 9. numClusters = 8
  10. 10. numClusters = 9
  11. 11. numClusters = 10
  12. 12. numClusters = 10
  13. 13. Knee Curve Clustering Knee Curve 5
  14. 14. test train ZeroR .arff
  15. 15. Training Time = 100
  16. 16. Training Time = 100
  17. 17. Training Time = 100
  18. 18. Training Time = 500
  19. 19. Training Time = 500
  20. 20. Training Time = 500
  21. 21. Training Time = 1000
  22. 22. Training Time = 1000
  23. 23. Training Time = 1000
  24. 24. Best rules found: 1. Ice-Cream=t 42 ==> Water=t 42 lift:(2.56) lev:(0.2)[25] conv:(25.59) 2. Ice-Cream=t Sandwich=t 36 ==> Water=t 36 lift:(2.56) lev:(0.17)[21] conv:(21.94) 3. Milk=t Ice-Cream=t 26 ==> Water=t 26 lift:(2.56) lev:(0.12)[15] conv:(15.84) 4. Milk=t Ice-Cream=t Sandwich=t 23 ==> Water=t 23 lift:(2.56)lev:(0.11)[14] conv:(14.02) 5. TissuePaper=t Sandwich=t 14 ==> Water=t 14 lift:(2.56) lev:(0.07)[8] conv:(8.53) 6. Milk=t Sandwich=t 27 ==> Water=t 26 lift:(2.47)lev:(0.12) [15] conv:(8.23) 7. MoneyCard=t 25 ==> Bread=t 23 lift:(3.27)lev:(0.12)[15] conv:(5.99) 8. Sandwich=t 45 ==> Water=t 41 lift:(2.33)lev:(0.18) [23] conv:(5.48)