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Page 1: Project weka

น.ส. เบญจมาศ ดวงเด�น 55102011006

Page 2: Project weka

Clustering เตรี�ยมข้�อม�ลส�าหรี�บการี Clustering

Page 3: Project weka

Clustering ตรีง Cluster เล�อก SimpleKMeans

numClusters = 2

Page 4: Project weka

Clustering ตรีง Cluster เล�อก SimpleKMeans

numClusters = 3

Page 5: Project weka

Clustering ตรีง Cluster เล�อก SimpleKMeans

numClusters = 4

Page 6: Project weka

Clustering ตรีง Cluster เล�อก SimpleKMeans

numClusters = 5

Page 7: Project weka

Clustering ตรีง Cluster เล�อก SimpleKMeans

numClusters = 6

Page 8: Project weka

Clustering ตรีง Cluster เล�อก SimpleKMeans

numClusters = 7

Page 9: Project weka

Clustering ตรีง Cluster เล�อก SimpleKMeans

numClusters = 8

Page 10: Project weka

Clustering ตรีง Cluster เล�อก SimpleKMeans

numClusters = 9

Page 11: Project weka

Clustering ตรีง Cluster เล�อก SimpleKMeans

numClusters = 10

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ClusteringKnee Curve ที่��ได�จากการี Clustering

Knee Curve อย��ที่�� 5

Page 13: Project weka

Classification Healthy = good, bad trainingTime =200

โดยใช้� MultilayerPerceptron

Result.arff

Page 14: Project weka

ClassificationtrainingTime =200

Page 15: Project weka

ClassificationtrainingTime =200

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ClassificationHealthy = good, bad trainingTime =500

โดยใช้� MultilayerPerceptron

Result.arff

Page 17: Project weka

ClassificationtrainingTime =500

Page 18: Project weka

ClassificationtrainingTime =500

Page 19: Project weka

Association Rule : Apriori

Page 20: Project weka

Association Rule

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Association Rule

Best rules found:1. Ice-Cream=t 42 ==> Water=t 42 <conf:(1)> lift:(2.56) lev:(0.2) [25] conv:(25.59)2. Ice-Cream=t Sandwich=t 36 ==> Water=t 36 <conf:(1)> lift:(2.56) lev:(0.17) [21] conv:(21.94)3. Milk=t Ice-Cream=t 26 ==> Water=t 26 <conf:(1)> lift:(2.56) lev:(0.12) [15] conv:(15.84)4. Milk=t Ice-Cream=t Sandwich=t 23 ==> Water=t 23 <conf:(1)> lift:(2.56) lev:(0.11) [14] conv:(14.02)5. TissuePaper=t Sandwich=t 14 ==> Water=t 14 <conf:(1)> lift:(2.56) lev:(0.07) [8] conv:(8.53)6. Milk=t Sandwich=t 27 ==> Water=t 26 <conf:(0.96)> lift:(2.47) lev:(0.12) [15] conv:(8.23)7. MoneyCard=t 25 ==> Bread=t 23 <conf:(0.92)> lift:(3.27) lev:(0.12) [15] conv:(5.99)8. Sandwich=t 45 ==> Water=t 41 <conf:(0.91)> lift:(2.33) lev:(0.18) [23] conv:(5.48)


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