Sure. It's a valid case. The problem is that it's probably also easily removable, unless you can hide the gps receiver, the cpu, and the long life battery in the bike itself and the necessary antennas (maybe under a sticker say).

Though I have to say I saw a youtube video recently (sorry to lazy to google it) where someone put an apple tracking device in a bike and was able to locate it after it was stolen.