To change an address you probably have to generate a new address, then transfer every bitcoin for have to that particular address. I don't think there is such a thing as changing address. You can only create new ones and leave your old ones.
this is exactly what i meant . with blockchain.info you can't create new address by yourself . the system does that only if the older address got some money into it