Visualizing Basic Statistics
Explore how to create and interpret mean fitness versus generation graphs for genetic algorithms in Elixir using the gnuplot-elixir library. Understand convergence detection by visualizing statistical data, enabling you to adjust algorithm termination criteria effectively and improve analysis of evolutionary progress.
We'll cover the following...
We'll cover the following...
A mean fitness versus generation graph
In the previous chapter, one of the issues we encountered during your evolution was continuing the algorithm after it had already converged. When we analyzed the mean fitness at different generations, we saw that there was basically no change between the 500th and 1000th generation. This is because the algorithm had already converged.
The easiest way to recognize roughly when ...