Literature DB >> 29392587

On using multiple imputation for exploratory factor analysis of incomplete data.

Vahid Nassiri1, Anikó Lovik2, Geert Molenberghs2,3, Geert Verbeke2,3.   

Abstract

A simple multiple imputation-based method is proposed to deal with missing data in exploratory factor analysis. Confidence intervals are obtained for the proportion of explained variance. Simulations and real data analysis are used to investigate and illustrate the use and performance of our proposal.

Keywords:  Exploratory factor analysis; Missing data; Multiple imputation; Principal component analysis

Mesh：

Year:  2018        PMID： 29392587     DOI： 10.3758/s13428-017-1013-4

Source DB:  PubMed          Journal:  Behav Res Methods        ISSN： 1554-351X


  7 in total

1.  Investigating Parallel Analysis in the Context of Missing Data: A Simulation Study Comparing Six Missing Data Methods.

Authors:  David Goretzko; Christian Heumann; Markus Bühner
Journal:  Educ Psychol Meas       Date:  2019-12-12       Impact factor: 2.821

2.  Factor Retention in Exploratory Factor Analysis With Missing Data.

Authors:  David Goretzko
Journal:  Educ Psychol Meas       Date:  2021-06-11       Impact factor: 2.821

3.  Exploring presentation differences in multi-cultural youth seeking assistance for mental health problems.

Authors:  Stephane Shepherd; Cieran Harries; Benjamin Spivak; Anne-Sophie Pichler; Rosemary Purcell
Journal:  BMC Psychol       Date:  2021-04-27

4.  Characterizing COVID-19 clinical phenotypes and associated comorbidities and complication profiles.

Authors:  Elizabeth R Lusczek; Nicholas E Ingraham; Basil S Karam; Jennifer Proper; Lianne Siegel; Erika S Helgeson; Sahar Lotfi-Emran; Emily J Zolfaghari; Emma Jones; Michael G Usher; Jeffrey G Chipman; R Adams Dudley; Bradley Benson; Genevieve B Melton; Anthony Charles; Monica I Lupei; Christopher J Tignanelli
Journal:  PLoS One       Date:  2021-03-31       Impact factor: 3.240

Review 5.  Applying the exposome concept in birth cohort research: a review of statistical approaches.

Authors:  Susana Santos; Léa Maitre; Charline Warembourg; Lydiane Agier; Lorenzo Richiardi; Xavier Basagaña; Martine Vrijheid
Journal:  Eur J Epidemiol       Date:  2020-03-27       Impact factor: 8.082

6.  Measuring activity engagement in old age: An exploratory factor analysis.

Authors:  Calum Marr; Eleftheria Vaportzis; Malwina A Niechcial; Michaela Dewar; Alan J Gow
Journal:  PLoS One       Date:  2021-12-06       Impact factor: 3.240

7.  Healthcare Professionals' Attitudes toward Rapid Whole Genome Sequencing in Pediatric Acute Care.

Authors:  Linda S Franck; Andrea Scheurer-Monaghan; Caleb P Bupp; Joseph D Fakhoury; Thomas J Hoffmann; Manasi Deshpandey; Madison Arenchild; David P Dimmock
Journal:  Children (Basel)       Date:  2022-03-04
  7 in total

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