Spatiotemporal Network Analysis and Visualization

被引:4
|
作者
Gelernter, Judith [1 ]
Carley, Kathleen M. [2 ]
机构
[1] Carnegie Mellon Univ, Language Technol Inst, Pittsburgh, PA 15213 USA
[2] Carnegie Mellon Univ, Inst Software Res, Pittsburgh, PA 15213 USA
基金
美国安德鲁·梅隆基金会;
关键词
Data Mining; Knowledge Discovery; Social Network Analysis; Spatiotemporal Network Analysis; Text Mining; Visualization;
D O I
10.4018/ijagr.2015040105
中图分类号
P9 [自然地理学]; K9 [地理];
学科分类号
0705 ; 070501 ;
摘要
Spatiotemporal social network analysis can show relationships among people at a particular time and location. This paper presents an algorithm that mines text for person and location words and creates connections among words. It shows how this algorithm output, when chunked by time intervals, may be visualized by third-party social network analysis software in the form of standard network pin diagrams or geographic maps. Its data sample comes from newspaper articles concerning the 2006 Darfur crisis in Sudan. Given an immense data sample, it would be possible to use the algorithm to detect trends that would predict the next geographic center(s) of influence and types of actors (foreign dignitaries or domestic leaders, for example). This algorithm should be widely generalizable to many text domains as long as the external resources are modified accordingly.
引用
收藏
页码:77 / 97
页数:21
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