Sensor model (1) Relative frequency of transitions from color class i to color class j in direction φ Relative frequency of transitions from color class i to color class j in direction φ Frequency measurements originate from a probabilistic source (distribution) Frequency measurements originate from a probabilistic source (distribution) How to approximate these distributions.