Finally, the result of this study also demonstrates a number of factors other than land-use environment have a profound impact on commuting behavior. Thus, considering the
enhancing of connecting subcenters to the housing, commercial and employment area and
infrastructure might be an initiative for achieving mobility policy challenge.