Hi Robin,
Indeed, those codes give the same results.
If you know in advance that your plot should have one or both axes in log scale, I recommend you to use the semilogx or loglog commands: the execution time (if you have many data to be plotted in many figures) will be shorter, and your script will have less lines.
Best,
Jesús