Early statistical detection of anthrax outbreaks by tracking over-the-counter medication sales

被引:87
作者
Goldenberg, A
Shmueli, G
Caruana, RA
Fienberg, SE [1 ]
机构
[1] Carnegie Mellon Univ, Ctr Automated Learning & Discovery, Pittsburgh, PA 15213 USA
[2] Carnegie Mellon Univ, Dept Stat, Pittsburgh, PA 15213 USA
关键词
biosurveillance; time series analysis; grocery data;
D O I
10.1073/pnas.042117499
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The recent series of anthrax attacks has reinforced the importance of biosurveillance systems for the timely detection of epidemics. This paper describes a statistical framework for monitoring grocery data to detect a large-scale but localized bioterrorism attack. Our system illustrates the potential of data sources that may be more timely than traditional medical and public health data. The system includes several layers, each customized to grocery data and tuned to finding footprints of an epidemic. We also propose an evaluation methodology that is suitable in the absence of data on large-scale bioterrorist attacks and disease outbreaks.
引用
收藏
页码:5237 / 5240
页数:4
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