I try to do the opposite. I ignore the books I have when selecting the next book to read, and try to determine what's most important. Then, if I already have it, I'll read it, and if not, I'll get it.
It takes a relatively long time to read a book, so it's worth it to me to get the one I want to read most, and pay for it if I have to.