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W ek a
1.
WEKA CP463 B01 ARTIFICIAL
INTELLIGENCE เสนอ อ.เรืองศักดิ์ ตระกูลพุทธิรักษ์ จัดทำโดย น.ส.จุฬพิสำ อนันต์ 55102010261
2.
Cluster
3.
Cluster • Instances =
50 • Attributes = 16 • Use SimpleKMeans Algorithm
4.
5.
Knee Curve Knee Curve
: numCluster = 18
6.
Result Clustered Instances 0 2
( 4%) 1 1 ( 2%) 2 1 ( 2%) 3 2 ( 4%) 4 5 ( 10%) 5 4 ( 8%) 6 3 ( 6%) 7 3 ( 6%) 8 2 ( 4%) 9 2 ( 4%) 21 1 ( 2%)10 3 ( 6%) 11 1 ( 2%) 12 1 ( 2%) 13 1 ( 2%) 14 1 ( 2%) 15 1 ( 2%) 16 1 ( 2%) 17 1 ( 2%) 19 1 ( 2%) 20 2 ( 4%)
7.
Associate
8.
• Use Algorithm
Apriori
9.
Best rules found 1.
BoiledEgg=t Milk=t Coke=t 6 ==> FriedRice=t 6 <conf:(1)> lift:(2.17) lev:(0.06) [3] conv:(3.24) 2. FriedRice=t BoiledEgg=t Milk=t 6 ==> Coke=t 6 <conf:(1)> lift:(2.17) lev:(0.06) [3] conv:(3.24) 3. FriedRice=t BoiledEgg=t Cookie=t 6 ==> Coke=t 6 <conf:(1)> lift:(2.17) lev:(0.06) [3] conv:(3.24) 4. FriedRice=t Candy=t Coke=t 6 ==> Cookie=t 6 <conf:(1)> lift:(2) lev:(0.06) [3] conv:(3) 5. Milk=t Coke=t Yogurt=t 6 ==> Cookie=t 6 <conf:(1)> lift:(2) lev:(0.06) [3] conv:(3) 6. Milk=t Cookie=t Yogurt=t 6 ==> Coke=t 6 <conf:(1)> lift:(2.17) lev:(0.06) [3] conv:(3.24) 7. SteamedDumplig=t Cookie=t ChickenBurger=t 5 ==> Coke=t 5 <conf:(1)> lift:(2.17) lev:(0.05) [2] conv:(2.7) 8. FriedRice=t FruitJuices=t Candy=t 5 ==> Cookie=t 5 <conf:(1)> lift:(2) lev:(0.05) [2] conv:(2.5) 9. BoiledEgg=t Candy=t ChickenBurger=t 5 ==> Coke=t 5 <conf:(1)> lift:(2.17) lev:(0.05) [2] conv:(2.7) 10. Mineralfater=t Croissant=t Yogurt=t 5 ==> Candy=t 5 <conf:(1)> lift:(2.08) lev:(0.05) [2] conv:(2.6)
10.
Classify
11.
12.
13.
14.
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