New Directions in Artificial Intelligence for Public Health Surveillance

被引:17
作者
Neill, Daniel B. [1 ]
机构
[1] Carnegie Mellon Univ, Event & Pattern Detect Lab, HJ Heinz III Coll, Pittsburgh, PA 15213 USA
基金
美国国家科学基金会;
关键词
Surveillance; Diseases; Artificial intelligence; Pattern recognition; Complexity theory; Identity management systems; semantic scan statistic; event detection; disease surveillance; public health surveillance; spatial and subset scanning; DISEASE SURVEILLANCE;
D O I
10.1109/MIS.2012.18
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The next decade of disease surveillance research will require novel methods to effectively use massive quantities of complex, high-dimensional data. We summarize two recent approaches which deal with the increasing complexity and scale of health data, including the use of rich text data to detect emerging outbreaks with novel symptom patterns, and fast subset scan methods to efficiently identify the most relevant patterns in massive datasets. © 2012 IEEE.
引用
收藏
页码:56 / 59
页数:4
相关论文
共 15 条
[1]  
[Anonymous], 1999, KDD, DOI [10.1145/312129.312195, DOI 10.1016/J.EC0LENG.2010.11.031]
[2]   Latent Dirichlet allocation [J].
Blei, DM ;
Ng, AY ;
Jordan, MI .
JOURNAL OF MACHINE LEARNING RESEARCH, 2003, 3 (4-5) :993-1022
[3]   Classifying free-text triage chief complaints into syndromic categories with natural language processing [J].
Chapman, WW ;
Christensen, LM ;
Wagner, MM ;
Haug, PJ ;
Ivanov, O ;
Dowling, JN ;
Olszewski, RT .
ARTIFICIAL INTELLIGENCE IN MEDICINE, 2005, 33 (01) :31-40
[4]  
Cooper G.F., 2004, P C UNCERTAINTY ARTI, P94
[5]   The Bayesian aerosol release detector:: An algorithm for detecting and characterizing outbreaks caused by an atmospheric release of Bacillus anthracis [J].
Hogan, William R. ;
Cooper, Gregory F. ;
Wallstrom, Garrick L. ;
Wagner, Michael M. ;
Depinay, Jean-Marc .
STATISTICS IN MEDICINE, 2007, 26 (29) :5225-5252
[6]   Prospective time periodic geographical disease surveillance using a scan statistic [J].
Kulldorff, M .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 2001, 164 :61-72
[7]   Multivariate scan statistics for disease surveillance [J].
Kulldorff, Martin ;
Mostashari, Farzad ;
Duczmal, Luiz ;
Yih, W. Katherine ;
Kleinman, Ken ;
Platt, Richard .
STATISTICS IN MEDICINE, 2007, 26 (08) :1824-1833
[8]  
Liu Y., 2011, EMERGING HL IN PRESS, V4
[9]  
McFowland III E., 2010, P INFORMS ANN C
[10]  
Neill D.B., 2011, EMERGING HLTH THREAT, V4, ps42