By convention, not by the constitution. They are not required to use a bible or any book at all.  A comic book? A  Harry Potter book?

I guess you could sum it up by saying, "It's my inauguration and I'll use a bible if I want to, bible if I want to, bible if I want to... You would too, if it happened to you."