This paper proposed a probabilistic way to capture and infer RFID events from raw readings. By using a good sampling method and some pre-defined probabilistic models, the RFID stream can be significantly filtered.

It is designed to work with a mobile reader and fixed shelves, but I think it would be easy to migrate to another environments thanks to its flexible, argumentative models.