Testing the significance of a correlation with nonnormal data: comparison of Pearson, Spearman, transformation, and resampling approaches.

AJ Bishara, JB Hittner - Psychological methods, 2012 - psycnet.apa.org
It is well known that when data are nonnormally distributed, a test of the significance of
Pearson's r may inflate Type I error rates and reduce power. Statistics textbooks and the …

Effective use of Spearman's and Kendall's correlation coefficients for association between two measured traits

MT Puth, M Neuhäuser, GD Ruxton - Animal Behaviour, 2015 - Elsevier
We examine the performance of the two rank order correlation coefficients (Spearman's rho
and Kendall's tau) for describing the strength of association between two continuously …

Effective use of Pearson's product–moment correlation coefficient

MT Puth, M Neuhäuser, GD Ruxton - Animal behaviour, 2014 - Elsevier
Highlights•The calculation of correlation coefficients is widespread in biological
research.•The standard t test offers generally reasonable performance.•For non-normal data …

[图书][B] EQS structural equations program manual

PM Bentler - 1995 - mvsoft.com
Linear structural equation modeling has become an indispensable methodology for
specifying, estimating, and testing hypothesized interrelationships among a set of …

Towards sound epistemological foundations of statistical methods for high-dimensional biology

T Mehta, M Tanik, DB Allison - Nature genetics, 2004 - nature.com
A sound epistemological foundation for biological inquiry comes, in part, from application of
valid statistical procedures. This tenet is widely appreciated by scientists studying the new …

Comparison of the performance of nonparametric and parametric MANOVA test statistics when assumptions are violated

H Finch - Methodology, 2005 - econtent.hogrefe.com
Multivariate analysis of variance (MANOVA) is a useful tool for social scientists because it
allows for the comparison of response-variable means across multiple groups. MANOVA …

Correlation control in small-sample Monte Carlo type simulations I: A simulated annealing approach

M Vořechovský, D Novák - Probabilistic Engineering Mechanics, 2009 - Elsevier
The objective of this paper is to propose an effective procedure for sampling from a
multivariate population within the framework of Monte Carlo simulations. The typical …

Direct discrepancy dynamic fit index cutoffs for arbitrary covariance structure models

D McNeish, MG Wolf - Structural Equation Modeling: A …, 2024 - Taylor & Francis
Despite the popularity of traditional fit index cutoffs like RMSEA≤. 06 and CFI≥. 95, several
studies have noted issues with overgeneralizing traditional cutoffs. Computational methods …

[图书][B] Statistical simulation: Power method polynomials and other transformations

TC Headrick - 2009 - taylorfrancis.com
Although power method polynomials based on the standard normal distributions have been
used in many different contexts for the past 30 years, it was not until recently that the …

Fast fifth-order polynomial transforms for generating univariate and multivariate nonnormal distributions

TC Headrick - Computational Statistics & Data Analysis, 2002 - Elsevier
A general procedure is derived for simulating univariate and multivariate nonnormal
distributions using polynomial transformations of order five. The procedure allows for the …