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Table 2

Model parameters

Type of conduit/parameterDistribution pipesDistribution pipes – PVCDistribution pipes – CIHouse connections
SVM-L 
Gamma – – – – 
Capacity (C
Epsilon (ɛ0.1 0.1 0.1 0.1 
Number of support vectors (localized) 2 (0) 2 (0) 2 (0) 2 (0) 
Cross-validation error 0.024 0.010 0.008 0.023 
SVM-P 
Gamma 0.5 0.5 0.5 0.5 
Capacity (C
Epsilon (ɛ0.5 0.5 0.5 0.5 
Number of support vectors (localized) 2 (0) 2 (0) 2 (0) 2 (0) 
Cross-validation error 0.024 0.010 0.008 0.023 
SVM-S 
Gamma 0.5 0.5 0.5 0.5 
Capacity (C
Epsilon (ɛ0.5 0.5 0.1 0.5 
Number of support vectors (localized) 2 (2) 4 (4) 4 (4) 2 (2) 
Cross-validation error 0.650 1.500 1.800 0.689 
SVM-RBF 
Gamma 0.5 0.5 0.5 0.5 
Capacity (C
Epsilon (ɛ0.1 0.1 0.1 0.1 
Number of support vectors (localized) 2 (0) 2 (0) 2 (0) 2 (0) 
Cross-validation error 0.069 0.010 0.008 0.072 
Type of conduit/parameterDistribution pipesDistribution pipes – PVCDistribution pipes – CIHouse connections
SVM-L 
Gamma – – – – 
Capacity (C
Epsilon (ɛ0.1 0.1 0.1 0.1 
Number of support vectors (localized) 2 (0) 2 (0) 2 (0) 2 (0) 
Cross-validation error 0.024 0.010 0.008 0.023 
SVM-P 
Gamma 0.5 0.5 0.5 0.5 
Capacity (C
Epsilon (ɛ0.5 0.5 0.5 0.5 
Number of support vectors (localized) 2 (0) 2 (0) 2 (0) 2 (0) 
Cross-validation error 0.024 0.010 0.008 0.023 
SVM-S 
Gamma 0.5 0.5 0.5 0.5 
Capacity (C
Epsilon (ɛ0.5 0.5 0.1 0.5 
Number of support vectors (localized) 2 (2) 4 (4) 4 (4) 2 (2) 
Cross-validation error 0.650 1.500 1.800 0.689 
SVM-RBF 
Gamma 0.5 0.5 0.5 0.5 
Capacity (C
Epsilon (ɛ0.1 0.1 0.1 0.1 
Number of support vectors (localized) 2 (0) 2 (0) 2 (0) 2 (0) 
Cross-validation error 0.069 0.010 0.008 0.072 
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