In this paper, we present a retrieval method for human Mocap data based
on biomimetic pattern recognition [16], and the method constructs a set of the
HSN (Hyper Sausage Neurons) for each kind of motion. Biomimetic pattern
recognition also called topological pattern recognition is a novel pattern
recognition principles proposed by Wang and colleagues [17] which is based
on “matter cognition” instead of “matter classification” in traditional statistical
pattern recognition. This recognition model is better closer to the function of
human being rather than traditional statistical pattern recognition using
“optimal separating” as its main principle. Biomimetic pattern recognition
covers the distribution of a feature vectors exactly in high-dimensional space,