The study of the dynamic properties of small-scale magnetic fields in the solar photosphere (magnetic elements, MEs) provides a fundamental tool to investigate some still unknown aspects of turbulent convection, and gain information on the spatial and temporal scales of evolution of the magnetic field in the quiet Sun. We track the MEs in a set of magnetogram long-time series acquired by the Hinode mission, and take advantage of a method based on entropy (the diffusion entropy analysis, DEA) to detect their dynamic regime, under the assumption that MEs are passively transported by the photospheric plasma flow. DEA has been proven to perform better than other standard techniques, and for the first time it is successfully used to provide the ...