Working with Time Series Prediction Tools

Fitness Functions
 
For Time Series Prediction problems, in the Fitness Function Tab of the Settings Panel you have access to 36 built-in fitness functions. Additionally, you can also design your own custom fitness function and explore the solution space with it. By choosing Custom in the Fitness Function box, the custom fitness editor is activated.

You can design your own custom fitness function using the Custom Fitness Function window to write the code of your fitness function. The code for the custom fitness function must be in JavaScript and can be tested before evolving a model with it by pressing the Test button.

The 36 built-in fitness functions of GeneXproTools 4.0 for Time Series Prediction:

The kind of fitness function you choose will depend most probably on the statistical function you are most familiar with. And although there is nothing wrong with this for all of them can accomplish an efficient evolution, you might want to try different fitness functions for they travel the fitness landscape differently: some of them very straightforwardly in their pursuits while others choose less obvious paths.

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