project ai2

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ททททททท ทททททททท 55102010279 SC32 SEVEN_ELEVEN ทททททททททททททททททททททท WEKA

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Page 1: Project ai2

ทั�ชชาพร เสนจั�นตะ 55102010279 SC32

SEVEN_ELEVEN การวิ�เคราะห์�ข้�อมู�ลด้�วิย WEKA

Page 2: Project ai2

CLUSTERINGCluster : SimpleKMeansCluster 2(Within cluster sum of squared errors: 259.0)

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CLUSTERING

Cluster 3 (Within cluster sum of squared errors: 234.0)

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CLUSTERING

Cluster 4 (Within cluster sum of squared errors: 214.0)

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CLUSTERING

Cluster 5 (Within cluster sum of squared errors: 188.0)

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CLUSTERING

Cluster 6 (Within cluster sum of squared errors: 182.0)

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CLUSTERING

Cluster 7 (Within cluster sum of squared errors: 175.0)

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CLUSTERING

Cluster 8 (Within cluster sum of squared errors: 173.0)

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CLUSTERING

Cluster 9 (Within cluster sum of squared errors: 159.0)

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CLUSTERING

Cluster 10 (Within cluster sum of squared errors: 151.0)

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CLUSTERING

Knee Curves ทั��จั�ด้ 6

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CLASSIFICATION : STATUS(SHORT,TALL) ใช� MultilayerPerceptron โด้ยจั!าแนกประเภทัข้องคนทั��มู�ส&วินส�งทั��

เต�'ยและส�ง จั!านวิน 200 รอบ

Page 13: Project ai2

CLASSIFICATION : STATUS(SHORT,TALL)

Page 14: Project ai2

CLASSIFICATION : STATUS(SHORT,TALL)

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CLASSIFICATION : STATUS(SHORT,TALL) ใช� MultilayerPerceptron โด้ยจั!าแนกประเภทัข้องคนทั��มู�ส&วินส�งทั��เต�'ย

และส�ง จั!านวิน 500 รอบ

Page 16: Project ai2

CLASSIFICATION : STATUS(SHORT,TALL)

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CLASSIFICATION : STATUS(SHORT,TALL)

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ASSOCIATION

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ASSOCIATION

โด้ยใช� Apriory

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ASSOCIATION

Best rules found:

1. Ice-Cream=t 43 ==> Water=t 43 <conf:(1)> lift:(1.88) lev:(0.21) [20] conv:(20.16) 2. Ice-Cream=t Sandwich=t 36 ==> Water=t 36 <conf:(1)> lift:(1.88) lev:(0.18) [16] conv:(16.88) 3. Milk=t Ice-Cream=t 28 ==> Water=t 28 <conf:(1)> lift:(1.88) lev:(0.14) [13] conv:(13.13) 4. Milk=t Ice-Cream=t Sandwich=t 24 ==> Water=t 24 <conf:(1)> lift:(1.88) lev:(0.12) [11] conv:(11.25) 5. Yoghurt=t Ice-Cream=t 17 ==> Water=t 17 <conf:(1)> lift:(1.88) lev:(0.08) [7] conv:(7.97) 6. TissuePaper=t Ice-Cream=t 17 ==> Water=t 17 <conf:(1)> lift:(1.88) lev:(0.08) [7] conv:(7.97) 7. Yoghurt=t Ice-Cream=t Sandwich=t 14 ==> Water=t 14 <conf:(1)> lift:(1.88) lev:(0.07) [6] conv:(6.56) 8. Water=t Yoghurt=t Sandwich=t 14 ==> Ice-Cream=t 14 <conf:(1)> lift:(2.23) lev:(0.08) [7] conv:(7.73) 9. TissuePaper=t Ice-Cream=t Sandwich=t 14 ==> Water=t 14 <conf:(1)> lift:(1.88) lev:(0.07) [6] conv:(6.56)10. Sandwich=t 42 ==> Water=t 41 <conf:(0.98)> lift:(1.84) lev:(0.19) [18] conv:(9.84)

Page 21: Project ai2

THANK YOU