In the book, he actually goes out of a sense of duty to fulfill a
contract which he was tricked into accepting by Gandalf. It's a matter
of his good name and integrity. However, the movie changed things
slightly by making Bilbo originally refuse to join the journey, but then
the next morning he changes his mind.
