It's impossible to say for sure what Patrick's favorite band is without knowing which Patrick you're referring to. There are many people named Patrick!
Could you provide more context?
For example:
* "What is Patrick Stewart's favorite band?"
* "What is Patrick Dempsey's favorite band?"
* "What is my friend Patrick's favorite band?"
Once I have more information, I can try to help you find out!