Training Option
By 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.

R-square
Shows the R-square of the active model on the current set.

Max. Fitness
Shows the value of maximum fitness on the current set.

Confusion Matrix
This box is specific of Classification problems, and therefore only dashes are shown in Function Finding.

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 curve fitting 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 250 points at a time and, therefore, for datasets with more than 250 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.

MSE
Shows the value of the Mean Squared Error on the current set.

RMSE
Shows the value of the Root Mean Squared Error on the current set.

RAE
Shows the value of the Relative Absolute Error on the current set.

MAE
Shows the value of the Mean Absolute Error on the current set.

RSE
Shows the value of the Relative Squared Error on the current set.

RRSE
Shows the value of the Root Relative Squared Error on the current set.

Corr. Coef.
Shows the value of the Correlation Coefficient on the current set. This parameter is not shown when the fitness function is Relative With SR, Relative/Hits, Absolute With SR, or Absolute/Hits. In this case the number of outliers is shown instead.

Outliers
Shows the number of outliers in the current set. This parameter refers only to the fitness functions Relative With SR, Relative/Hits, Absolute With SR, and Absolute/Hits. The rows with the outliers are easily identified by a yellow strip.

Calc. Errors
Shows the number of calculation errors in the current set. Note that, unless you’ve changed either the training set or the model after a run, no calculation errors should appear in the training set as models returning calculation errors during training have zero fitness and are, therefore, excluded. On the testing set, though, calculation errors might occur and you can see straightaway how many times in the Calculation Errors box. In addition, the rows with calculation errors are easily identified by a red strip and the identifier ERROR. In the charts, you can also easily spot the points returning calculation errors as they are not drawn, creating a discontinuity in the plots.