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摘要:
Real-time monitoring and forecast of large scale active population density is of great significance as it can warn and prevent possible public safety accident caused by abnormal population aggregation.Active population is defined as the number of people with their mobile phone powered on.Recently,an unfortunate deadly stampede occurred in Shanghai on December 31th 2014 causing the death of 39 people.We hope that our research can help avoid similar unfortunate accident from happening.In this paper we propose a method for active population density real-time monitoring and forecasting based on data from mobile network operators.Our method is based solely on mobile network operators existing infrastructure and barely requires extra investment,and mobile devices play a very limited role in the process of population locating.Four series forecasting methods,namely Simple Exponential Smoothing(SES),Double exponential smoothing(DES),Triple exponential smoothing(TES)and Autoregressive integrated moving average(ARIMA)are used in our experiments.Our experimental results suggest that we can achieve good forecast result for 135 min in future.
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篇名 Real-Time Monitoring and Forecast of Active Population Density Using Mobile Phone Data
来源期刊 国际计算机前沿大会会议论文集 学科 社会科学
关键词 REAL-TIME FORECAST POPULATION density PUBLIC safety Mobile PHONE DATA
年,卷(期) 2015,(B12) 所属期刊栏目
研究方向 页码范围 31-33
页数 3页 分类号 C5
字数 语种
DOI
五维指标
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研究主题发展历程
节点文献
REAL-TIME
FORECAST
POPULATION
density
PUBLIC
safety
Mobile
PHONE
DATA
研究起点
研究来源
研究分支
研究去脉
引文网络交叉学科
相关学者/机构
期刊影响力
国际计算机前沿大会会议论文集
半年刊
北京市海淀区西三旗昌临801号
出版文献量(篇)
616
总下载数(次)
6
总被引数(次)
0
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