On a transform for modeling skewness

被引:3
|
作者
Kang, Li [1 ]
Damien, Paul [2 ]
Walker, Stephen [3 ]
机构
[1] Univ Texas Austin, Dept Stat & Data Sci, Austin, TX 78712 USA
[2] Univ Texas Austin, McCombs Sch Business, Austin, TX 78712 USA
[3] Univ Texas Austin, Dept Math, Austin, TX 78712 USA
关键词
Auxiliary variable; Bayesian inference; Markov chain Monte Carlo; mixtures of uniforms; SCALE MIXTURES; GENERAL-CLASS; DISTRIBUTIONS; INFERENCE;
D O I
10.1214/20-BJPS477
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
In many applications, data exhibit skewness and in this paper we present a new family of density functions modeling skewness based on a transformation, analogous to those of location and scale. Here we note that location will always refer to mode. Hence, in order to model data to include shape, we need only to find a family of densities exhibiting a variety of shapes, since we can obtain the other three properties via the transformations. The chosen class of densities with the variety of shape is, we argue, the simplest available. Illustrations including regression and time series models are given.
引用
收藏
页码:335 / 350
页数:16
相关论文
共 50 条
  • [41] SALIENCE AND SKEWNESS PREFERENCES
    Dertwinkel-Kalt, Markus
    Koester, Mats
    JOURNAL OF THE EUROPEAN ECONOMIC ASSOCIATION, 2020, 18 (05) : 2057 - 2107
  • [42] On Multivariate Skewness and Kurtosis
    Sreenivasa Rao Jammalamadaka
    Emanuele Taufer
    Gyorgy H. Terdik
    Sankhya A, 2021, 83 : 607 - 644
  • [43] A Note on Skewness Coefficients
    Broca, D.
    TEACHING STATISTICS, 2006, 28 (02) : 53 - 53
  • [44] CHROMATIC NUMBER AND SKEWNESS
    KAINEN, PC
    JOURNAL OF COMBINATORIAL THEORY SERIES B, 1975, 18 (01) : 32 - 34
  • [45] PARAMETER MEASURES OF SKEWNESS
    NICHOLS, WG
    GIBBONS, JD
    COMMUNICATIONS IN STATISTICS PART B-SIMULATION AND COMPUTATION, 1979, 8 (02): : 161 - 167
  • [46] Skewness of combined distributions
    Raiford, TE
    JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1942, 37 (219) : 391 - 393
  • [47] The limits of a measure of skewness
    Hotelling, H
    Solomon, LM
    ANNALS OF MATHEMATICAL STATISTICS, 1932, 3 : 141 - 142
  • [48] Skewness in financial returns
    Peiró, A
    JOURNAL OF BANKING & FINANCE, 1999, 23 (06) : 847 - 862
  • [49] On the skewness of products of graphs
    Chia, Gek L.
    Sim, Kai An
    DISCRETE APPLIED MATHEMATICS, 2024, 342 : 295 - 303
  • [50] Measuring skewness premia
    Langlois, Hugues
    JOURNAL OF FINANCIAL ECONOMICS, 2020, 135 (02) : 399 - 424