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Teacher’s Corner

On Using Bayesian Methods to Address Small Sample Problems

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Kelly D. Edwards & Timothy R. Konold. (2023) Impact of Informative Priors on Model Fit Indices in Bayesian Confirmatory Factor Analysis. Structural Equation Modeling: A Multidisciplinary Journal 30:2, pages 272-283.
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Sanne C. Smid, Sarah Depaoli & Rens Van De Schoot. (2020) Predicting a Distal Outcome Variable From a Latent Growth Model: ML versus Bayesian Estimation. Structural Equation Modeling: A Multidisciplinary Journal 27:2, pages 169-191.
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Daniel McNeish. (2019) Two-Level Dynamic Structural Equation Models with Small Samples. Structural Equation Modeling: A Multidisciplinary Journal 26:6, pages 948-966.
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W. Holmes Finch & J.E. Miller. (2019) The Use of Incorrect Informative Priors in the Estimation of MIMIC Model Parameters with Small Sample Sizes. Structural Equation Modeling: A Multidisciplinary Journal 26:4, pages 497-508.
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Daniel McNeish. (2019) Poisson Multilevel Models with Small Samples. Multivariate Behavioral Research 54:3, pages 444-455.
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Sierra A. Bainter & Daniel E. Forster. (2019) The Impact of Moderate Priors For Bayesian Estimation and Testing of Item Factor Analysis Models When Maximum Likelihood is Unsuitable. Structural Equation Modeling: A Multidisciplinary Journal 26:1, pages 80-93.
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Hyochol Ahn, Robert Suchting, Adam J Woods, Hongyu Miao, Charles Green, Raymond Y Cho, Eunyoung Choi & Roger B Fillingim. (2018) Bayesian analysis of the effect of transcranial direct current stimulation on experimental pain sensitivity in older adults with knee osteoarthritis: randomized sham-controlled pilot clinical study. Journal of Pain Research 11, pages 2071-2082.
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Jieru Chen & Audrey J. Leroux. (2018) Residual Normality Assumption and the Estimation of Multiple Membership Random Effects Models. Multivariate Behavioral Research 53:6, pages 898-913.
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Ross Jacobucci & Kevin J. Grimm. (2018) Comparison of Frequentist and Bayesian Regularization in Structural Equation Modeling. Structural Equation Modeling: A Multidisciplinary Journal 25:4, pages 639-649.
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Katerina M. Marcoulides. (2018) Careful with Those Priors: A Note on Bayesian Estimation in Two-Parameter Logistic Item Response Theory Models. Measurement: Interdisciplinary Research and Perspectives 16:2, pages 92-99.
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Daniel McNeish. (2017) Multilevel Mediation With Small Samples: A Cautionary Note on the Multilevel Structural Equation Modeling Framework. Structural Equation Modeling: A Multidisciplinary Journal 24:4, pages 609-625.
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Emma Beard & Robert West. (2017) Using Bayesian statistics in health psychology: a comment on Depaoli et al. (2017). Health Psychology Review 11:3, pages 298-301.
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Daniel McNeish & Kathryn R. Wentzel. (2017) Accommodating Small Sample Sizes in Three-Level Models When the Third Level is Incidental. Multivariate Behavioral Research 52:2, pages 200-215.
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