I'm with BMI. Why? Because the first artist who ever wanted to record one of my songs was affiliated with them, thought they were best, and recommended I join them. They've done okay by me but I have friends who are with ASCAP and think they're just fine.
In the past, BMI was definitely more friendly to the semi-pro/beginning song writer than ASCAP. I don't know if that's still true.