The impact of social segregation on human mobility in developing and industrialized regions

被引:79
作者
Amini, Alexander [1 ]
Kung, Kevin [1 ]
Kang, Chaogui [1 ]
Sobolevsky, Stanislav [1 ]
Ratti, Carlo [1 ]
机构
[1] MIT, SENSEable City Lab, Cambridge, MA 02139 USA
来源
EPJ DATA SCIENCE | 2014年 / 3卷 / 01期
基金
美国国家科学基金会;
关键词
predictive human mobility; social networks; cultural diversity; COMMUNITY STRUCTURE; MAPE;
D O I
10.1140/epjds31
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This study leverages mobile phone data to analyze human mobility patterns in a developing nation, especially in comparison to those of a more industrialized nation. Developing regions, such as the Ivory Coast, are marked by a number of factors that may influence mobility, such as less infrastructural coverage and maturity, less economic resources and stability, and in some cases, more cultural and language-based diversity. By comparing mobile phone data collected from the Ivory Coast to similar data collected in Portugal, we are able to highlight both qualitative and quantitative differences in mobility patterns - such as differences in likelihood to travel, as well as in the time required to travel - that are relevant to consideration on policy, infrastructure, and economic development. Our study illustrates how cultural and linguistic diversity in developing regions (such as Ivory Coast) can present challenges to mobility models that perform well and were conceptualized in less culturally diverse regions. Finally, we address these challenges by proposing novel techniques to assess the strength of borders in a regional partitioning scheme and to quantify the impact of border strength on mobility model accuracy.
引用
收藏
页码:1 / 20
页数:20
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