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Final weka
1.
2.
3.
4.
5.
6.
7.
1. เลือก Explorer
8.
1. เปิดไฟล์.csv 2. Instance
= 40 Attributes= 79
9.
4.อัลกอริทึมเลือกเป็นอะไรก็ได้ 5.เลือก Use TrainingSet 6.
เลือก Start 3. เลือก Classity
10.
7. เลือก Visualize
Classifire errors
11.
8. ทำกำร Save
จะได้ไฟล์ .arff
12.
13.
14.
1. เปิดไฟล์recript_for_train.arff 2. Instance
= 40 Attributes= 79
15.
4.อัลกอริทึมเลือกเป็นอะไรก็ได้ 5.เลือก Use TrainingSet 6.
เลือก Start 3. เลือก Classity
16.
3. เลือก Classify 4.
เลือกเป็น MultilayerPerceptron
17.
5. กำหนด GUI
เป็น True
18.
6. กด Start
19.
7. กด Start
รอจนรันเสร็จและกด Accept
20.
8. ทำกำร Save
Model
21.
9. ทำกำร Load
Model ที่ได้Save ไว้ ในข้อก่อนหน้ำ
22.
10. เลือก Re-evaluate
model on current test set
23.
11. เลือก Visualize
classifier errors
24.
12. Save
25.
13. เลือก ArffViewer
26.
14. เปิดไฟล์ที่เรำทำกำรSaveไว้ในข้อ 13
27.
28.
29.
1. เปิดไฟล์ที่ต้องกำรจะClustering .artt 2.
Instance =58 Attributes= 9
30.
3. เลือกแท็บ Cluster 4.
เลือกอัลกอริทึมเป็น SimpleKMean
31.
5. กำหนด Numcluster
32.
6. กด Startและวนทำ
ข้อ 5 และ 6 จนได้ Numcluster = 25
33.
7. นำค่ำ Squared
error มำ plot กรำฟ
34.
NumCluster Squared Errors 2
147 3 131 4 126 5 123 6 119 7 107 8 104 9 100 10 98 11 96 12 92 13 89 NumCluster Squared Errors 14 88 15 86 16 84 17 82 18 81 19 78 20 76 21 75 22 74 23 70 24 67 25 64
35.
0 20 40 60 80 100 120 140 160 1 2 3
4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 Knee Curve = 22 สำมำรถแบ่งกลุ่มได้ทั้งหมด22 กลุ่ม เนื่องจำกค่ำ Squared error ในช่วง NumCluster 22 มีลักษณะลู่ลงเป็นรูปทรงของKnee Curve
36.
37.
1. เปิดไฟล์ที่ต้องกำรจะ Association 2.
Attribute = 26 Instances = 58
38.
3. เลือกแทป Associate 4.
กำหนดอัลกอริทึมเป็น Apriori 5. กด Start
39.
ผลลัพธ์
40.
Association Rule Confidence SaltedPeanutsKohkae-->UHTFreshMilkForemost2000ml
1.00 UHTFreshMilkForemost2000ml-->SaltedPeanutsKohkae 1.00 CheeseCornae-->UHTFreshMilkForemost2000ml 1.00 UHTFreshMilkForemost2000ml-->CheeseCornae 1.00 CheeseCornae-->SaltedPeanutsKohkae 1.00 SaltedPeanutsKohkae-->CheeseCornae 1.00 BigCola1500ml-->ChickenFrankfurtFeetLong 1.00 ChickenFrankfurtFeetLong-->BigCola1500ml 1.00 CroissantSandwichHamAndCheese-->ChickenFrankfurtFeetLong 1.00 ChickenFrankfurtFeetLong-->CroissantSandwichHamAndCheese 1.00
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