Usually the cheapest on the strip, depending on which end you want to be closer to is Circus Circus or Excalibur. I detest both of them but they do tend to run a bit cheaper. And, as much as I hate to say it, I've actually done pretty well at Excalibur.
Plenty of cheap rooms to be had downtown but the cab fare will kill ya.
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