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Table 1

Performance metrics obtained when the aim was to predict whether liquid samples were salt water or pure water

Hoeffding Tree
 ClassWithout Cross validation
With Cross validation
PrecisionRecallF-ScoreMCCPrecisionRecallF-ScoreMCC
 Salt water 
 Pure water 
 Average 
LMT
 ClassWithout Cross validation
With Cross validation
PrecisionRecallF-ScoreMCCPrecisionRecallF-ScoreMCC
 Salt water 
 Pure water 
 Average 
Random Forest
 ClassWithout Cross validation
With Cross validation
PrecisionRecallF-ScoreMCCPrecisionRecallF-ScoreMCC
 Salt water 
 Pure water 
 Average 
Rep Tree
 ClassWithout Cross validation
With Cross validation
PrecisionRecallF-ScoreMCCPrecisionRecallF-ScoreMCC
 Salt water 0.83 0.90 0,84 0,80 0.88 0.83 
 Pure water 0.85 0.92 0.84 0.87 0.93 0.83 
 Average 0.93 0.91 0.91 0.84 0.92 0.91 0.91 0.83 
Hoeffding Tree
 ClassWithout Cross validation
With Cross validation
PrecisionRecallF-ScoreMCCPrecisionRecallF-ScoreMCC
 Salt water 
 Pure water 
 Average 
LMT
 ClassWithout Cross validation
With Cross validation
PrecisionRecallF-ScoreMCCPrecisionRecallF-ScoreMCC
 Salt water 
 Pure water 
 Average 
Random Forest
 ClassWithout Cross validation
With Cross validation
PrecisionRecallF-ScoreMCCPrecisionRecallF-ScoreMCC
 Salt water 
 Pure water 
 Average 
Rep Tree
 ClassWithout Cross validation
With Cross validation
PrecisionRecallF-ScoreMCCPrecisionRecallF-ScoreMCC
 Salt water 0.83 0.90 0,84 0,80 0.88 0.83 
 Pure water 0.85 0.92 0.84 0.87 0.93 0.83 
 Average 0.93 0.91 0.91 0.84 0.92 0.91 0.91 0.83 
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