A Bayesian spatial scan statistic for multinomial data

被引:0
|
作者
Self, Stella [1 ,2 ]
Nolan, Melissa [1 ]
机构
[1] Univ South Carolina, Arnold Sch Publ Hlth, Dept Epidemiol & Biostat, Columbia, SC USA
[2] Discovery Bldg,901 Greene St, Columbia, SC 29208 USA
关键词
Bayesian spatial scan statistic; Multinomial data; Spatial clustering detection;
D O I
10.1016/j.spl.2023.110005
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Spatial scan statistics are commonly used to detect clustering. We present a Bayesian spatial scan statistic for multinomial data. After validating our method with a simulation study, we use it to detect clusters of SARS-CoV-2 infection/immunity in South Carolina.
引用
收藏
页数:8
相关论文
共 50 条
  • [31] A Wilcoxon-Mann-Whitney spatial scan statistic for functional data
    Smida, Zaineb
    Cucala, Lionel
    Gannoun, Ali
    Durif, Ghislain
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2022, 167
  • [32] A spatial scan statistic for beta regression
    de Lima, Max Sousa
    dos Santos, Vanessa Souza
    Duczmal, Luiz H.
    Souza, Diego da Silva
    SPATIAL STATISTICS, 2016, 18 : 444 - 454
  • [33] Confidence intervals for spatial scan statistic
    Silva, Ivair R.
    Duczmal, Luiz
    Kulldorff, Martin
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2021, 158
  • [34] Spatial autoregressive models for scan statistic
    Mohamed-Salem Ahmed
    Lionel Cucala
    Michaël Genin
    Journal of Spatial Econometrics, 2021, 2 (1):
  • [35] A spatial scan statistic for multiple clusters
    Li, Xiao-Zhou
    Wang, Jin-Feng
    Yang, Wei-Zhong
    Li, Zhong-Jie
    Lai, Sheng-Jie
    MATHEMATICAL BIOSCIENCES, 2011, 233 (02) : 135 - 142
  • [36] ACCOUNTING FOR SPATIAL CORRELATION IN THE SCAN STATISTIC
    Loh, Ji Meng
    Zhu, Zhengyuan
    ANNALS OF APPLIED STATISTICS, 2007, 1 (02): : 560 - 584
  • [37] New developments in the spatial scan statistic
    Read, Simon
    Bath, Peter A.
    Willett, Peter
    Maheswaran, Ravi
    JOURNAL OF INFORMATION SCIENCE, 2013, 39 (01) : 36 - 47
  • [38] On the limiting distribution of the spatial scan statistic
    Zhang, Tonglin
    Lin, Ge
    JOURNAL OF MULTIVARIATE ANALYSIS, 2013, 122 : 215 - 225
  • [39] An Efficient Quantile Spatial Scan Statistic for Finding Unusual Regions in Continuous Spatial Data with Covariates
    Moore, Travis
    Wong, Weng-Keen
    UNCERTAINTY IN ARTIFICIAL INTELLIGENCE, 2018, : 756 - 765
  • [40] A Mixture Scan Statistic for Semi-continuous Data with Covariates and Spatial Correlation
    Lin, Pei-Sheng
    Zhu, Jun
    Kung, Yi-Hung
    JOURNAL OF AGRICULTURAL BIOLOGICAL AND ENVIRONMENTAL STATISTICS, 2024,