“…(1) Considering the spatio-temporal correlation into spatio-temporal data models and their empirical analyses, such as the spatio-temporal series modeling and application in fields including real estate prices (Kelly et al, 1998;Pace et al, 1998Pace et al, , 2000Tu et al, 2004;Sun et al, 2005;Smith et al, 2009;Asuncion et al, 2010;Brady, 2011), regional economy (Arbia et al, 2005;Robert et al, 2007), traffic (Kamarianakis et al, 2005;Han et al, 2007;Yue and Yeh, 2008), epidemic (Reynolds et al, 1988;Wang, 2006) and ecological environment (Cressie et al, 1997;Akito et al, 2011), etc. In these researches, the global spatio-temporal autocorrelation function is mainly employed to identify the space lag order and time lag period of the study objects, or 1-order spatial and temporal lags are directly set, then spatio-temporal regression or forecasting modeling is conducted.…”