| The Training & Testing Results Windows
            allow you to
            visualize and evaluate the accuracy of your models and gives access to the following
            settings and features: 
             
            Training OptionBy selecting this option you have access to all the  statistical evaluations
            of your model on the training set. You also can compare the output of your model with the target output on the training set using either a
             table or different charts.
 
 Testing Option
 By selecting this option you have access to all the  statistical evaluations
            of your model on the testing set. You also can compare the output of your model with the target output on the testing set using either a
             table or different charts.
 
 Best Fitness
 Shows the  fitness 
            of the active model on the current set.
 
 Accuracy
 Shows the classification
            accuracy of the active model on the current set.
 
 Max. Fitness
 Shows the value of  maximum fitness on the
            current set.
 
 Confusion Matrix
 Shows the  confusion
            matrix, where  true positives followed by
             false negatives are shown on the first row, and
             false positives followed by
             true negatives are shown on the second row.
            For easy reference, the true positives and true negatives are shown
            in green, whereas the false positives and the false negatives are
            shown in red.
 
 Grid Option
 By selecting the Grid Option you can compare the output of your model with the target output on the
            current set on a spreadsheet where the target and model output are
            placed side by side.
 
 Chart Option
 By selecting the Chart Option you can compare the output of your model with the target output on the
            current set using different charts. You choose the chart type with the aid of two boxes. In the first you select the chart type (Line, Area,
            Bar, Step, 3D Line, 3D Area, 3D Bar, or 3D Step). And in the second you select the data you want to plot (Model, Target, or Both).
            The plots show only a maximum of 50 points at a time and, therefore, for datasets
            with more than 50 samples you must move the scroll bar at the
            bottom of the chart to see all the results. Then, by placing the
            cursor over the chart, GeneXproTools shows you the exact range used to draw the plot.
 
 Refresh Button
 Refreshes the panel. This button is particularly useful when you change your model in the
             Change Seed window or change the
            current
            set or the fitness function.
 
 Save Button
 This button is only active when the Grid Option
            is selected as it saves all the results in the table to a file.
 
 Accuracy
 Shows the  classification accuracy on the current set.
 
 Error
 Shows the value of the  classification error on the current set.
 
 Sensitivity
 Shows the value of the  sensitivity on the current set.
 
 Specificity
 Shows the value of the  specificity on the current set.
 
 PPV
 Shows the value of the  positive predictive value on the current set.
 
 NPV
 Shows the value of the  negative predictive value on the current set.
 
 FP+FN
 Shows the number of samples wrongly classified on the current set, which corresponds obviously to the sum of
             false positives and
             false negatives. Wrongly classified samples are easily identified by a yellow strip and the identifier WRONG in the table.
 
 TP+TN
 Shows the number of samples correctly classified on the current set, which corresponds obviously to the sum of
            true positives and
            true negatives.
 
 
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