The R Package HDSpatialScan for the Detection of Clusters of Multivariate and Functional Data using Spatial Scan Statistics

被引:0
作者
Frevent, Camille [1 ]
Ahmed, Mohamed-Salem [2 ]
Soula, Julien [2 ]
Smida, Zaineb [3 ]
Cucala, Lionel [3 ]
Dabo-Niang, Sophie [4 ]
Genin, Michael [2 ]
机构
[1] Univ Lille, CHU Lille, METRICS Evaluat Technol Sante & Prat Med, INRIA,MODAL,ULR 2694, F-59000 Lille, France
[2] Univ Lille, CHU Lille, METRICS Evaluat Technol Sante & Prat Med, ULR 2694, F-59000 Lille, France
[3] Univ Montpellier, IMAG, CNRS, Montpellier, France
[4] Univ Lille, CNRS, UMR 8524, INRIA,Lab Paul Painvele,MODAL, F-59000 Lille, France
来源
R JOURNAL | 2022年 / 14卷 / 03期
关键词
REGRESSION; TESTS;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper introduces the R package HDSpatialScan. This package allows users to easily apply spatial scan statistics to real-valued multivariate data or both univariate and multivariate functional data. It also permits plotting the detected clusters and to summarize them. In this article the methods are presented and the use of the package is illustrated through examples on environmental data provided in the package.
引用
收藏
页码:95 / 120
页数:26
相关论文
共 60 条
  • [1] Abrial David, 2016, CRAN
  • [2] [Anonymous], 2018, Journal of Open Source Software, DOI [10.21105/joss.00515, DOI 10.21105/JOSS.00515]
  • [3] Principal components for multivariate functional data
    Berrendero, J. R.
    Justel, A.
    Svarc, M.
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2011, 55 (09) : 2619 - 2634
  • [4] A spatial scan statistic for survival data based on Weibull distribution
    Bhatt, Vijaya
    Tiwari, Neeraj
    [J]. STATISTICS IN MEDICINE, 2014, 33 (11) : 1867 - 1876
  • [5] Kernel-based functional principal components
    Boente, G
    Fraiman, R
    [J]. STATISTICS & PROBABILITY LETTERS, 2000, 48 (04) : 335 - 345
  • [6] A Wilcoxon-Mann-Whitney-type test for infinite-dimensional data
    Chakraborty, Anirvan
    Chaudhuri, Probal
    [J]. BIOMETRIKA, 2015, 102 (01) : 239 - 246
  • [7] Diagnostics for functional regression via residual processes
    Chiou, Jeng-Min
    Muller, Hans-Georg
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2007, 51 (10) : 4849 - 4863
  • [8] A multivariate nonparametric scan statistic for spatial data
    Cucala, Lionel
    Genin, Michael
    Occelli, Florent
    Soula, Julien
    [J]. SPATIAL STATISTICS, 2019, 29 : 1 - 14
  • [9] A multivariate Gaussian scan statistic for spatial data
    Cucala, Lionel
    Genin, Michael
    Lanier, Caroline
    Occelli, Florent
    [J]. SPATIAL STATISTICS, 2017, 21 : 66 - 74
  • [10] A Mann-Whitney scan statistic for continuous data
    Cucala, Lionel
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2016, 45 (02) : 321 - 329