You initialize it to something. Like if you have a robot for running around in a specific building or warehouse, you can initialize the location distribution to

You initialize it to something. Like if you have a robot for running around in a specific building or warehouse, you can initialize the location distribution to be uniform within the warehouse. After a few high-quality observations, the effect of the exact choice of initialization should be greatly reduced anyway.