What causes an engine to run at higher than normal RPMs while driving?

When driving the engine revs at a higher than normal rpm. It shifts gears with no problem(automatic transmission). It almost sounds like the choke is sticking, like on an older model car. It started doing it when the engine was cold, but now does it all the time.