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Using Bootstrap Estimation and the Plug-in Principle for Clinical Psychology Data

Wright, Daniel B., London, Kamala, Field, Andy P.·2011·Journal of Experimental Psychopathology

DOI 10.5127/jep.013611

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Abstract

Psychologists estimate the precision of their statistics both to conduct hypothesis tests and to construct confidence intervals. The methods traditionally used for this are available only for a small set of statistics (e.g., the mean and transformations of it) and often make unrealistic assumptions about the variables' distributions. These assumptions are often particularly unrealistic in data derived from clinical samples, or when looking at groups responding at the extreme end of clinical constructs. Bootstrap estimation is a computer intensive procedure that offers a flexible and automatic alternative. The computer takes thousands of bootstrap samples from the observed data and from these bootstrap samples estimates the precision of the statistic. High-speed personal computers make the bootstrap a viable and appealing technique throughout the sciences. This article offers a tutorial on the theory and practice of applying bootstrap estimation to data from clinical samples and measures relevant to experimental psychopathology.

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Authors: Wright, D. B., London, K., & Field, A. P.
Affiliations: Florida International University (US)
University of Toledo (US)
University of Sussex (GB)
Corresponding author: Wright, Daniel B.
ORCID: Wright, Daniel B.
London, Kamala
Field, Andy P.
Venue: Journal of Experimental Psychopathology
Publisher: SAGE Publications
Published: 2011-05
Volume: 2
Issue: 2
Pages: 252-270
ISSN: 2043-8087 (ISSN-L)
DOI: 10.5127/jep.013611
OpenAlex: W2036617704
Cited by: 187
References: 51
Citations by year: 2026: 14 · 2025: 13 · 2024: 16 · 2023: 10 · 2022: 25 · 2021: 24 · 2020: 19 · 2019: 18 · 2018: 12 · 2017: 13 · 2016: 7 · 2015: 5 · 2014: 8 · 2013: 3
FWCI: 3.07
Type: journal article
Language: en
Open access: closed
Licence: journals.sagepub.com/page/policies/text-and-data-mining-license (tdm)
Locations: Journal of Experimental Psychopathology (publishedVersion)
Topics: Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods and Bayesian Inference
Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
Physical Sciences › Mathematics › Statistics and Probability › Probability and Statistical Research
Keywords: bootstrap estimation, confidence intervals, hypothesis testing, statistical precision, clinical samples

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Using Bootstrap Estimation and the Plug-in Principle for Clinical Psychology Data

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