WordNet
- a correlation coefficient computed for two normally distributed variables that are both expressed as a dichotomy (同)tetrachoric correlation
- a reciprocal relation between two or more things (同)correlativity
- a statistical relation between two or more variables such that systematic changes in the value of one variable are accompanied by systematic changes in the other (同)correlational statistics
- a constant number that serves as a measure of some property or characteristic
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- 〈C〉(…間の)相互関係《+『between』+『名』》;(…との)関連《+『with』+『名』》 / 〈U〉《文》関連させること;相関関係にある状態 / 〈C〉相関グラフ
- (数学で)係数,(物理で)係数,率
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出典(authority):フリー百科事典『ウィキペディア(Wikipedia)』「2015/06/12 01:47:31」(JST)
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In statistics, polychoric correlation is a technique for estimating the correlation between two theorised normally distributed continuous latent variables, from two observed ordinal variables. Tetrachoric correlation is a special case of the polychoric correlation applicable when both observed variables are dichotomous. These names derive from the polychoric and tetrachoric series, mathematical expansions once, but no longer, used for estimation of these correlations.
Contents
- 1 Applications and examples
- 2 Software
- 3 References
- 4 External links
Applications and examples
This technique is frequently applied when analysing items on self-report instruments such as personality tests and surveys that often use rating scales with a small number of response options (e.g., strongly disagree to strongly agree). The smaller the number of response categories, the more a correlation between latent continuous variables will tend to be attenuated. Lee, Poon & Bentler (1995) have recommended a two-step approach to factor analysis for assessing the factor structure of tests involving ordinally measured items. This aims to reduce the effect of statistical artifacts, such as the number of response scales or skewness of variables leading to items grouping together in factors.
Software
- polycor package in R by John Fox[1]
- psych package in R by William Revelle[2]
- PRELIS
- POLYCORR program
- An extensive list of software for computing the polychoric correlation, by John Uebersax [3]
References
- Lee, S.-Y., Poon, W. Y., & Bentler, P. M. (1995). "A two-stage estimation of structural equation models with continuous and polytomous variables". British Journal of Mathematical and Statistical Psychology, 48, 339–358.
- Bonett, D. G., & Price R. M. (2005). "Inferential Methods for the Tetrachoric Correlation Coefficient". Journal of Educational and Behavioral Statistics, 30, 213.
External links
- The Tetrachoric and Polychoric Correlation Coefficients
UpToDate Contents
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- Asymptotically optimal correlation structure methods with binary data can break down in small samples. A new correlation structure methodology based on a recently developed odds-ratio (OR) approximation to the tetrachoric correlation coefficient is proposed as an alternative to the LPB approach prop
- PMID 25709585
Japanese Journal
- 四分相関係数の分布に関する漸近展開(一般セッション 数学・統計(1))
- 小笠原 春彦
- 日本行動計量学会大会発表論文抄録集 39, 209-210, 2011-09-11
- … Accurate distributions of the estimator of the tetrachoric correlation coefficient and, more generally, functions of sample proportions for the 2 by 2 contingency table are derived. … Numerical examples were used to illustrate advantages of the studentized estimator of Fisher's z transformation of the tetrachoric correlation coefficient. …
- NAID 110009573190
- プロスペクト理論における「リスク追求」傾向のIRTによる尺度化の試み
- 豊田 秀樹,川端 一光,中村 健太郎
- 教育心理学研究 55(2), 161-169, 2007-06-30
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- 項目応答理論による全部床義歯装着者を対象とした咀嚼能力検査表の開発
- 竹内 一夫
- 日本補綴歯科學會雜誌 = The journal of the Japan Prosthodontic Society 42(6), 961-971, 1998-12-10
- … Forty-one items showed unidimensionality based on principal factor analysis of the tetrachoric correlation matrix, except 17 items whose proportions of correct answers were above 0.90.<BR>2. … The KR-20 coefficient of the scale was 0.83.<BR>5. …
- NAID 10008171443
Related Links
- Pros and Cons: Tetrachoric and Polychoric Correlation Coefficients Pros: These statistics express rater association in a familiar form--a correlation coefficient. They provide a way to separately quantify association and similarity of ...
- Original scientific paper UDC 551.501.45 Application of tetrachoric and polychoric correlation coefficients to forecast verification Josip Juras and Zoran Pasari} Department of Geophysics, Faculty of Science, University of Zagreb ...
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