Title :
A spatialization method for production value of economic sector in Changsha, China
Author :
Zhonghui Ji ; Ning Li ; Wei Xie ; Jidong Wu ; Yang Zhou
Author_Institution :
State Key Lab. of Earth Surface Processes & Resource Ecology, Beijing Normal Univ., Beijing, China
Abstract :
One of the most challenging tasks is analyzing the laws of economic development from the space perspective. To lay the foundation for the task, it needs the relatively accurate production value distribution in the space. For this destination, the method of Classification and Regression Tree (CART) is used to quantify the contribution rates that impact factors to the total output value, and then kernel density estimation (KDE) is employed to evaluate the spatial density based on the contribution rates and the counts of economic sectors in the space. According to the spatial density, the output value is assigned to the space grids. This article takes the total production value of the sector of post, communication, and transportation for instance, the results show the sequence from high to low that contribution rates of impact factors to the total output value is railway > road > communication > water transport > air transport > postal service; the final distribution of production value after the ratio correction displays the extremely imbalance pattern of the output value of this sector in Changsha.
Keywords :
economic indicators; pattern classification; regression analysis; socio-economic effects; trees (mathematics); CART; Changsha; China; KDE; air transport; classification and regression tree; economic development laws; economic sector production value; kernel density estimation; postal service; railway; space grids; space perspective; spatialization method; transportation; water transport; CART; KDE; Production value; Sector of post; Spatialization; communication and transportation;
Conference_Titel :
Information Science and Service Science and Data Mining (ISSDM), 2012 6th International Conference on New Trends in
Conference_Location :
Taipei
Print_ISBN :
978-1-4673-0876-2