I use to choose what had an interesting cover/title/blurb but now I usually read things that have been recommended to me by others who like the same kind of stuff as me.

Or I saw a reference to it somewhere and want to understand the joke so I look up the book and if the premise of the book sounds interesting enough I'll look into it.