Collaborative Innovation Center for Transport Studies;
Dalian Maritime University;
Dalian 116026;
Liaoning;
China;
School of Maritime Economics and Management of Dalian Maritime University;
Dalian 116026;
Liaoning;
China;
Institute of Marine Sustainable Development;
Liaoning Normal University;
Dalian 116029;
Liaoning;
China;
comprehensive transportation green efficiency; spatio-temporal interaction; dynamic evolution trend; spatial markov model; exploratory spatio-temporal data analysis;