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. 2012 Apr 12;12(4):4764–4792. doi: 10.3390/s120404764

Table 10.

Classification accuracy statistics.

Method OA Kappa
SVM 90.72% 0.88
J48 DTC 87.86% 0.85
RBFNN 89.46% 0.87
MMDC 91.42% 0.89
MLPNN 92.53% 0.91
RBFNN based on bagging 89.88% 0.87
MLPNN based on bagging 93.09% 0.91
J48 DT based on bagging 90.44% 0.88
RBFNN based on AdaBoost 90.65% 0.88
J48 DT based on AdaBoost 91.00% 0.89
MLPNN based on AdaBoost 93.27% 0.91
Improved DS evidence theory 92.95% 0.91
Concatenation combination 93.58% 0.92