ทั�ชชาพร เสนจั�นตะ 55102010279 SC32

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

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

CLUSTERING

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

CLUSTERING

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

CLUSTERING

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

CLUSTERING

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

CLUSTERING

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

CLUSTERING

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

CLUSTERING

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

CLUSTERING

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

CLUSTERING

Knee Curves ทั��จั�ด้ 6

CLASSIFICATION ใช� MultilayerPerceptron

จั านวิน 500 รอบ

CLASSIFICATION

CLASSIFICATION

CLASSIFICATION ใช� MultilayerPerceptron

จั านวิน 500 รอบ

CLASSIFICATION

CLASSIFICATION

ASSOCIATION

ASSOCIATION

โด้ยใช� Apriory

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)

THANK YOU