Normal correlation coefficient of non-normal variables using piece-wise linear approximation

被引:12
作者
Kugiumtzis, Dimitris [1 ]
Bora-Senta, Efthymia [2 ]
机构
[1] Aristotle Univ Thessaloniki, Dept Math Phys & Computat Sci, Fac Engn, Thessaloniki 54124, Greece
[2] Aristotle Univ Thessaloniki, Dept Math, Thessaloniki 54124, Greece
关键词
Correlation coefficient; Truncated normal distribution; Normal-to-anything transform; Nonlinear dependence; Randomization test; TIME-SERIES; BIVARIATE; DISTRIBUTIONS; GENERATION;
D O I
10.1007/s00180-010-0195-3
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
The correlation coefficient of non-normal variables is expressed as a function of the correlation coefficient of normal variables using piece-wise linear approximation of each univariate transform of normal to anything, and the second order moments of a multiply truncated bivariate normal distribution. For the inverse problem, an algorithm iterates this analytic function in order to assign a normal correlation coefficient to two non-normal variables. The algorithm is applied for the generation of randomized bivariate samples with given correlation coefficient and marginal distributions and used in a randomization test for bivariate nonlinearity. The test correctly does not reject the null hypothesis of linear correlation if the nonlinearity is plausible and due to the sample transform alone.
引用
收藏
页码:645 / 662
页数:18
相关论文
共 29 条
  • [1] [Anonymous], 1970, CONTINOUS UNIVARIATE
  • [2] [Anonymous], 1990, Continuous Bivariate Distributions Emphasising Applications
  • [3] [Anonymous], 1997, MODELING GENERATING
  • [4] BHATT NM, 1964, J INDIAN STAT ASSOC, V2, P177
  • [5] Birnbaum Z.W., 1953, Journal of the Indian Society of Agricultural Statistics, V5, P17
  • [6] BOX GEP, 1964, J ROYAL STAT SOC B, V42, P71
  • [7] Autoregressive to anything: Time-series input processes for simulation
    Cario, MC
    Nelson, BL
    [J]. OPERATIONS RESEARCH LETTERS, 1996, 19 (02) : 51 - 58
  • [8] Initialization for NORTA: Generation of random vectors with specified marginals and correlations
    Chen, HF
    [J]. INFORMS JOURNAL ON COMPUTING, 2001, 13 (04) : 312 - 331
  • [9] Cohen AC., 1991, TRUNCATED CENSORED S
  • [10] SAMPLE CORRELATION-COEFFICIENT IN TRUNCATED BIVARIATE NORMAL POPULATION
    GAJJAR, AV
    SUBRAHMANIAM, K
    [J]. COMMUNICATIONS IN STATISTICS PART B-SIMULATION AND COMPUTATION, 1978, 7 (05): : 455 - 477