How can I transfer my apps from my old iPhone?

Some of the games that I would like to transfer from my old iPhone are not on the App Store anymore, but I'd still like to use the apps on my new iPhone. How would I be able to do this? Some of the apps that I want to transfer are ones that I purchased.