Personally I would use the Bayern Ticket. It gives you far more flexibility and, as you pointed out, use of other transports. You could even use it to make a return journey. With the ICE, you'd have to buy two tickets for a return. I saw there is one train leaving Munich at 09:06 that is only 25 minutes longer than the ICE.