I need to compare the performance of 3 Evolutionary algorithms on some Benchmark functions.
Evolutionary algorithms are a heuristic-based approach which are used to solve optimization problems.
I have collected their best optimum value on different benchmark functions for multiple independent runs and calculated their mean and standard deviation. Would this be suffice or I need to use some statistical tests like t-test to present some robust comparison.
Note: I have only collected the final best value of each algorithms not all values during different iterations