What are some effective ways to evaluate optimization methods?
You can evaluate optimization methods by comparing their performance on benchmark problems, analyzing convergence rates, and assessing robustness.
What benchmarks should I use for testing?
Common benchmarks include the Rosenbrock function, Rastrigin function, and various real-world problems like traveling salesman.
How do I measure convergence rates?
Convergence rates can be measured by tracking the improvement in objective function values over iterations and plotting them.
Are there any specific metrics I should consider?
Yes, consider metrics like execution time, number of iterations to convergence, and the quality of the final solution.
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