I always go for Fleetwood Mac. My singing voice is low so Stevie suits me well. I have also been known to rock "Somebody To Love" and "White Rabbit" by Jefferson Airplane.
As for my solo dance parties (à la Risky Business), I rock out to the Rolling Stones. Being Mick Jagger is fun.