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Sample Sizes for Confidence Intervals on the Increase in the Squared Multiple Correlation Coefficient

Bibliographic Data

ID20283565
AuthorsJames Algina (0000-0001-6924-655X), Bradley C Moulder (University of Florida)
Year2001
Volume61
Issue4
Pages633-649
Publication date2001-08-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueEducational and Psychological Measurement (JOURNAL)
Journal identifiersISSN: 0013-1644 • E-ISSN: 1552-3888
PublisherSAGE Publications (PUBLISHER • US)
DOI10.1177/00131640121971400
OpenAlexW2068023914
LanguageEN
Citations received9
References cited11

The increase in the squared multiple correlation coefficient (δ R 2 ) associated with a variable in a regression equation is a commonly used measure of importance in regression analysis. The probability that an asymptotic confidence interval will include δρ 2 was investigated. With sample sizes typically used in regression analyses, when δρ 2 = 0.00 and the confidence level is .95 or greater, the probability will be at least .999. For δρ 2 ≥ .01 and a confidence level of .95 or greater, the probability will be smaller than the nominal confidence level. For δρ 2 ≥ .05 and a confidence level of .95, tables are provided for the sample size necessary for the probability to be at least .925 and to be at least .94

CDF-based nonparametric confidence interval · Confidence distribution · Confidence interval · Correlation · Correlation coefficient · Coverage probability · Linear regression · Regression · Regression analysis · Robust confidence intervals · Sample size determination · Statistics · Advanced Statistical Methods and Models · Mathematics · Optimal Experimental Design Methods · Statistical Methods and Inference

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  • Note on a Confidence Interval for the Squared Semipartial Correlation Coefficient

    Open Access•James Algina, Harvey J Keselman et al.•Educational and Psychological…•2008

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    Open Access•James Algina, H J Keselman et al.•Educational and Psychological…•2010

  • Confidence Intervals for an Effect Size Measure in Multiple Linear Regression

    Open Access•James Algina, H J Keselman et al.•Educational and Psychological…•2007

  • Sample Size Requirements for Accurate Estimation of Squared Semi-Partial Correlation Coefficients

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  • A Comparative Investigation of Confidence Intervals for IndependentVariables in Linear Regression

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  • Robustness?

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  • Correlations redux

    Ingram Olkin, Jeremy D Finn•Psychological Bulletin•1995

Unique citing works9
Citations per year0,38
Citation span2002 - 2023 (22)
Citation velocityhistorical
Highly citedNo
Citation typesNeutral: 9
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