I prefer the adhesive cotton type like Velox since it tends to stay put where the elastic type can slip out of place when reinstalling a stubborn tire. Really though, either are fine if installed properly.

You could use strips of duct tape or electrical tape (as mentioned), or even a strip of old innertube, but proper tape is cheap.