Skip to Main Content
Table 2

Performance metrics obtained when the aim was to predict the salt concentration of liquid samples

Hoeffding Tree
ClassWithout cross validation
With cross validation
PrecisionRecallF-ScoreMCCCorrect Instances (Total Number)Incorrect Instances (Total Number)PrecisionRecallF-ScoreMCCCorrect Instances (Total Number)Incorrect Instances (Total Number)
10 (%) Salt   0.50 0.66 0.66   
25 (%) Salt   0.66 0.80 0.76   
50 (%) Salt 10 
75 (%) Salt     
100 (%) Salt     
Average   0.93 0.90 0.89 0.88   
LMT
ClassWithout cross validation
With cross validation


Precision


Recall

F-Score


MCC
Correct Instances (Total Number)Incorrect Instances (Total Number)

Precision


Recall

F-Score


MCC
Correct Instances (Total Number)Incorrect Instances (Total Number)
10 (%) Salt     
25 (%) Salt   0.50 0.67 0.66   
50 (%) Salt 10 0.50 0.67 0.66 
75 (%) Salt     
100 (%) Salt   0.50 0.67 0.61   
Average   0.90 0.80 0.80 0.78   
Random Forest
ClassWithout cross validation
With cross validation


Precision


Recall

F-Score


MCC
Correct Instances (Total Number)Incorrect Instances (Total Number)

Precision


Recall

F-Score


MCC
Correct Instances (Total Number)Incorrect Instances (Total Number)
10 (%) Salt   0.50 0.66 0.66   
25 (%) Salt   0.66 0.80 0.76   
50 (%) Salt 10 
75 (%) Salt     
100 (%) Salt     
Average   0.93 0.90 0.89 0.88   
Rep Tree
ClassWithout cross validation
With cross validation
PrecisionRecallF-ScoreMCCCorrect Instances (Total Number)Incorrect Instances (Total Number)PrecisionRecallF-ScoreMCCCorrect Instances (Total Number)Incorrect Instances (Total Number)
10 (%) Salt 0.33 0.50 0.40   −0.50   
25 (%) Salt – – –   −0.25   
50 (%) Salt – – – −0.25 
75 (%) Salt 0.50 0.66 0.61   – – –   
100 (%) Salt – – –   −0.16   
Average – 0.4 – –   – – –   
Hoeffding Tree
ClassWithout cross validation
With cross validation
PrecisionRecallF-ScoreMCCCorrect Instances (Total Number)Incorrect Instances (Total Number)PrecisionRecallF-ScoreMCCCorrect Instances (Total Number)Incorrect Instances (Total Number)
10 (%) Salt   0.50 0.66 0.66   
25 (%) Salt   0.66 0.80 0.76   
50 (%) Salt 10 
75 (%) Salt     
100 (%) Salt     
Average   0.93 0.90 0.89 0.88   
LMT
ClassWithout cross validation
With cross validation


Precision


Recall

F-Score


MCC
Correct Instances (Total Number)Incorrect Instances (Total Number)

Precision


Recall

F-Score


MCC
Correct Instances (Total Number)Incorrect Instances (Total Number)
10 (%) Salt     
25 (%) Salt   0.50 0.67 0.66   
50 (%) Salt 10 0.50 0.67 0.66 
75 (%) Salt     
100 (%) Salt   0.50 0.67 0.61   
Average   0.90 0.80 0.80 0.78   
Random Forest
ClassWithout cross validation
With cross validation


Precision


Recall

F-Score


MCC
Correct Instances (Total Number)Incorrect Instances (Total Number)

Precision


Recall

F-Score


MCC
Correct Instances (Total Number)Incorrect Instances (Total Number)
10 (%) Salt   0.50 0.66 0.66   
25 (%) Salt   0.66 0.80 0.76   
50 (%) Salt 10 
75 (%) Salt     
100 (%) Salt     
Average   0.93 0.90 0.89 0.88   
Rep Tree
ClassWithout cross validation
With cross validation
PrecisionRecallF-ScoreMCCCorrect Instances (Total Number)Incorrect Instances (Total Number)PrecisionRecallF-ScoreMCCCorrect Instances (Total Number)Incorrect Instances (Total Number)
10 (%) Salt 0.33 0.50 0.40   −0.50   
25 (%) Salt – – –   −0.25   
50 (%) Salt – – – −0.25 
75 (%) Salt 0.50 0.66 0.61   – – –   
100 (%) Salt – – –   −0.16   
Average – 0.4 – –   – – –   
Close Modal

or Create an Account

Close Modal
Close Modal