umuturunc / BayesNetworkApplication

BayesNetworkApplication

Ağ yapısı

Program çıktısı(Koşullu olasılık tabloları)

PRİCE

Price:vhigh,Safety:med,Overall Score:bad, = 0.29375
Price:med,Safety:med,Overall Score:bad, = 0.221875
Price:high,Safety:high,Overall Score:bad, = 0.30708662
Price:med,Safety:high,Overall Score:good, = 0.46551725
Price:med,Safety:high,Overall Score:bad, = 0.23228346
Price:vhigh,Safety:low,Overall Score:bad, = 0.2346041
Price:high,Safety:med,Overall Score:bad, = 0.259375
Price:high,Safety:low,Overall Score:bad, = 0.28445747
Price:med,Safety:med,Overall Score:good, = 0.37037036
Price:med,Safety:low,Overall Score:bad, = 0.2404692
Price:vhigh,Safety:high,Overall Score:bad, = 0.2952756
Price:low,Safety:high,Overall Score:good, = 0.5344828
Price:low,Safety:med,Overall Score:good, = 0.6296296
Price:low,Safety:low,Overall Score:bad, = 0.2404692
Price:low,Safety:med,Overall Score:bad, = 0.225
Price:low,Safety:high,Overall Score:bad, = 0.16535433

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MAİNTENANCE COSTS

Maintenance Costs:vhigh,Safety:low,Overall Score:bad, = 0.23753665
Maintenance Costs:low,Safety:med,Overall Score:bad, = 0.20625
Maintenance Costs:high,Safety:med,Overall Score:bad, = 0.2875
Maintenance Costs:vhigh,Safety:high,Overall Score:bad, = 0.28346458
Maintenance Costs:low,Safety:low,Overall Score:bad, = 0.27272728
Maintenance Costs:low,Safety:high,Overall Score:bad, = 0.19685039
Maintenance Costs:low,Safety:med,Overall Score:good, = 0.7037037
Maintenance Costs:high,Safety:low,Overall Score:bad, = 0.26686218
Maintenance Costs:med,Safety:high,Overall Score:bad, = 0.24409449
Maintenance Costs:med,Safety:med,Overall Score:bad, = 0.234375
Maintenance Costs:low,Safety:high,Overall Score:good, = 0.55172414
Maintenance Costs:vhigh,Safety:med,Overall Score:bad, = 0.271875
Maintenance Costs:med,Safety:high,Overall Score:good, = 0.3275862
Maintenance Costs:med,Safety:med,Overall Score:good, = 0.2962963
Maintenance Costs:high,Safety:high,Overall Score:bad, = 0.27559054
Maintenance Costs:high,Safety:high,Overall Score:good, = 0.12068965
Maintenance Costs:med,Safety:low,Overall Score:bad, = 0.2228739

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DOORS

Doors:two,Seating Capacity:two,Overall Score:bad, = 0.2751479
Doors:three,Seating Capacity:two,Overall Score:bad, = 0.23076923
Doors:5more,Seating Capacity:more,Overall Score:bad, = 0.25263157
Doors:three,Seating Capacity:more,Overall Score:bad, = 0.21052632
Doors:two,Seating Capacity:four,Overall Score:bad, = 0.24315068
Doors:four,Seating Capacity:more,Overall Score:bad, = 0.27017543
Doors:5more,Seating Capacity:four,Overall Score:bad, = 0.25342464
Doors:two,Seating Capacity:four,Overall Score:good, = 0.15789473
Doors:5more,Seating Capacity:two,Overall Score:bad, = 0.23076923
Doors:three,Seating Capacity:four,Overall Score:bad, = 0.26369864
Doors:three,Seating Capacity:four,Overall Score:good, = 0.18421052
Doors:5more,Seating Capacity:four,Overall Score:good, = 0.39473686
Doors:two,Seating Capacity:more,Overall Score:bad, = 0.26666668
Doors:four,Seating Capacity:four,Overall Score:bad, = 0.23972602
Doors:three,Seating Capacity:more,Overall Score:good, = 0.25531915
Doors:four,Seating Capacity:four,Overall Score:good, = 0.2631579
Doors:four,Seating Capacity:more,Overall Score:good, = 0.34042552
Doors:5more,Seating Capacity:more,Overall Score:good, = 0.23404256
Doors:four,Seating Capacity:two,Overall Score:bad, = 0.26331362
Doors:two,Seating Capacity:more,Overall Score:good, = 0.17021276

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SEATİNG CAPACİTY

Seating Capacity:four,Safety:high,Overall Score:good, = 0.4827586
Seating Capacity:two,Safety:med,Overall Score:bad, = 0.353125
Seating Capacity:more,Safety:high,Overall Score:bad, = 0.26771653
Seating Capacity:two,Safety:low,Overall Score:bad, = 0.3313783
Seating Capacity:more,Safety:med,Overall Score:bad, = 0.321875
Seating Capacity:four,Safety:low,Overall Score:bad, = 0.33431086
Seating Capacity:more,Safety:low,Overall Score:bad, = 0.33431086
Seating Capacity:two,Safety:high,Overall Score:bad, = 0.44094488
Seating Capacity:four,Safety:high,Overall Score:bad, = 0.2913386
Seating Capacity:four,Safety:med,Overall Score:good, = 0.37037036
Seating Capacity:more,Safety:high,Overall Score:good, = 0.51724136
Seating Capacity:four,Safety:med,Overall Score:bad, = 0.325
Seating Capacity:more,Safety:med,Overall Score:good, = 0.6296296

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LUGGAGE SİZE

Luggage Size:small,Overall Score:bad, = 0.35081968
Luggage Size:big,Overall Score:bad, = 0.33114755
Luggage Size:med,Overall Score:bad, = 0.3180328
Luggage Size:med,Overall Score:good, = 0.3529412
Luggage Size:big,Overall Score:good, = 0.5058824
Luggage Size:small,Overall Score:good, = 0.14117648

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SAFETY

Safety:med,Luggage Size:small,Overall Score:bad, = 0.34890965
Safety:med,Luggage Size:big,Overall Score:bad, = 0.339934
Safety:high,Luggage Size:big,Overall Score:bad, = 0.27062705
Safety:low,Luggage Size:big,Overall Score:bad, = 0.38943896
Safety:high,Luggage Size:small,Overall Score:good, = 1.0
Safety:med,Luggage Size:med,Overall Score:bad, = 0.36082473
Safety:low,Luggage Size:med,Overall Score:bad, = 0.3676976
Safety:high,Luggage Size:small,Overall Score:bad, = 0.2897196
Safety:low,Luggage Size:small,Overall Score:bad, = 0.3613707
Safety:high,Luggage Size:med,Overall Score:good, = 0.6333333
Safety:high,Luggage Size:big,Overall Score:good, = 0.627907
Safety:high,Luggage Size:med,Overall Score:bad, = 0.27147767
Safety:med,Luggage Size:big,Overall Score:good, = 0.37209302
Safety:med,Luggage Size:med,Overall Score:good, = 0.36666667

----------------------

OVERALL SCORE

Overall Score:bad, = 0.915
Overall Score:good, = 0.085

Her bir Node için CPT değerleri yazdırıldı.
Sonuçlar Results.txt dosyasında

Results.txt

Toplam Doğru Pozitif(TP) adedi: 34
Toplam Doğru Negatif(TN) adedi: 678
Doğru Pozitif oranı(TP rate) 0.9714286
Doğru Negatif oranı(TN rate) 0.978355
Doğruluk oranı(Accuray): 0.978022
Overall Score için tahmin ettiği değer:
Orjinal Tahmin olasılık
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 0.62732875
good good 0.71750146
bad bad 1.0
good good 0.6801385
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 0.52750295
bad bad 0.7257888
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 0.8593996
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 0.70956975
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.84438443
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.5646987
bad bad 1.0
bad bad 1.0
bad bad 0.5746478
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 0.79029614
bad bad 1.0
good bad 0.501033
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.5220151
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good bad 0.66598684
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 0.7934555
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good bad 0.5867465
bad bad 0.6590882
bad bad 1.0
good good 0.56591433
good good 0.7160815
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 0.75362235
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.8182623
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.795915
bad bad 1.0
bad bad 0.7002892
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.60994685
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 0.78476787
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 0.82919145
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.536567
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.56267524
bad bad 1.0
bad good 0.5904318
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good bad 0.5120522
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.703518
good good 0.5044999
bad bad 0.5515219
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 0.8149098
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good bad 0.61756027
bad bad 1.0
good good 0.5004659
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.77543056
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 0.78335106
bad bad 1.0
good bad 0.62410533
bad bad 1.0
good good 0.7010037
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 0.82547265
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.50620145
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 0.88410515
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good bad 0.5930657
bad bad 1.0
bad bad 1.0
bad bad 1.0
good bad 0.6043341
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 0.71340996
bad bad 1.0
bad bad 1.0
bad bad 0.72810477
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.55580914
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.7074306
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good bad 0.6350021
bad bad 0.72256565
good good 0.5673866
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.63970083
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 0.80364114
bad bad 1.0
bad bad 1.0
good good 0.8490267
bad bad 1.0
bad bad 1.0
bad bad 0.55625874
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.7188318
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 0.57307035
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good bad 0.5411763
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.6024927
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.6512521
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.60582596
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.5767432
bad bad 1.0
bad bad 1.0
bad bad 1.0
good bad 0.71089727
good bad 0.5926028
bad bad 1.0
bad bad 1.0
good bad 0.556263
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.786626
bad bad 1.0
bad bad 1.0
good bad 0.6068249
bad bad 1.0
bad bad 1.0
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bad bad 1.0
bad bad 0.6321572
bad bad 1.0
good good 0.54143226
bad bad 1.0
bad bad 0.5916178
bad bad 1.0
bad bad 1.0
good good 0.7708648
bad bad 1.0
bad bad 1.0
bad bad 0.718171
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bad bad 0.69221
bad bad 1.0
good bad 0.5726011
bad bad 1.0
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bad bad 0.64733124
bad bad 1.0
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bad bad 0.56253123
bad bad 1.0
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bad bad 1.0
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bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.8362091
bad bad 0.71731687
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.7292024
bad bad 1.0
bad bad 0.8161604
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0
good good 0.55709934
bad bad 1.0
bad bad 1.0
bad bad 0.89138025
bad bad 1.0
bad bad 1.0
bad bad 1.0
bad bad 1.0