It can be seen in more than one way. Some say its political and he doesn't want to stand next to Obama on this occasion with the elections around the corner. But it could also be that Bush is letting Obama have his moment.
Who knows what the real reason is? But the official story is- the former president appreciated the offer to attend but has chosen to remain out of the spotlight during his post-presidency.