were defined and inferred from the measured relative
human’s position data by two 180 degree IR-scanners. The
improved K-means clustering method was used for human
detection and tracking, the Extended Kalman Filter was
applied for estimating the absolute human velocity from the
measured relative position and robot velocity, and the HMM
with position-dependent observation model was proposed to
infer the probabilities of four intentional actions.