Computing the Oja Median in R: The Package OjaNP

被引:4
|
作者
Fischer, Daniel [1 ,2 ]
Mosler, Karl [3 ]
Mottonen, Jyrki [4 ]
Nordhausen, Klaus [5 ]
Pokotylo, Oleksii [3 ]
Vogel, Daniel [6 ]
机构
[1] Nat Resources Inst Finland, Jokioinen, Finland
[2] Univ Tampere, Tampere, Finland
[3] Univ Cologne, Cologne, Germany
[4] Univ Helsinki, Helsinki, Finland
[5] Vienna Univ Technol, Vienna, Austria
[6] Univ Aberdeen, Aberdeen, Scotland
来源
JOURNAL OF STATISTICAL SOFTWARE | 2020年 / 92卷 / 08期
基金
芬兰科学院;
关键词
Oja median; Oja signs; Oja signed ranks; Oja ranks; R; C plus; INVARIANT MULTIVARIATE SIGN; RANK-TESTS; ESTIMATORS; SAMPLES; DEPTH;
D O I
10.18637/jss.v092.i08
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The Oja median is one of several extensions of the univariate median to the multivariate case. It has many desirable properties, but is computationally demanding. In this paper, we first review the properties of the Oja median and compare it to other multivariate medians. Then, we discuss four algorithms to compute the Oja median, which are implemented in our R package OjaNP. Besides these algorithms, the package contains also functions to compute Oja signs, Oja signed ranks, Oja ranks, and the related scatter concepts. To illustrate their use, the corresponding multivariate one- and C-sample location tests are implemented.
引用
收藏
页码:1 / 36
页数:36
相关论文
共 50 条
  • [21] actuar: An R package for actuarial science
    Dutang, Christophe
    Goulet, Vincent
    Pigeon, Mathieu
    JOURNAL OF STATISTICAL SOFTWARE, 2008, 25 (07): : 1 - 37
  • [22] Fechnerian Scaling in R: The Package fechner
    Uenlue, Ali
    Kiefer, Thomas
    Dzhafarov, Ehtibar N.
    JOURNAL OF STATISTICAL SOFTWARE, 2009, 31 (06): : 1 - 24
  • [23] Prospects and challenges in R package development
    Theussl, Stefan
    Ligges, Uwe
    Hornik, Kurt
    COMPUTATIONAL STATISTICS, 2011, 26 (03) : 395 - 404
  • [24] GA: A Package for Genetic Algorithms in R
    Scrucca, Luca
    JOURNAL OF STATISTICAL SOFTWARE, 2013, 53 (04): : 1 - 37
  • [25] Modelling rankings in R: the PlackettLuce package
    Heather L. Turner
    Jacob van Etten
    David Firth
    Ioannis Kosmidis
    Computational Statistics, 2020, 35 : 1027 - 1057
  • [26] NeuroDecodeR: a package for neural decoding in R
    Meyers, Ethan M.
    FRONTIERS IN NEUROINFORMATICS, 2024, 17
  • [27] Zigzag Expanded Navigation Plots in R: The R Package zenplots
    Hofert, Marius
    Oldford, Wayne
    JOURNAL OF STATISTICAL SOFTWARE, 2020, 95 (04): : 1 - 44
  • [28] runjags: An R Package Providing Interface Utilities, Model Templates, Parallel Computing Methods and Additional Distributions for MCMC Models in JAGS
    Denwood, Matthew J.
    JOURNAL OF STATISTICAL SOFTWARE, 2016, 71 (09): : 1 - 25
  • [29] related: an R package for analysing pairwise relatedness from codominant molecular markers
    Pew, Jack
    Muir, Paul H.
    Wang, Jinliang
    Frasier, Timothy R.
    MOLECULAR ECOLOGY RESOURCES, 2015, 15 (03) : 557 - 561
  • [30] good : An R package for modelling count data
    Agis, David
    Tur, Jordi
    Morina, David
    Puig, Pedro
    Fernandez-Fontelo, Amanda
    METHODS IN ECOLOGY AND EVOLUTION, 2024, 15 (12): : 2192 - 2197