Methods for handling missing data

By P. Clarke, R. Hardy. 2009

503 citations recorded by the source corpus.

View Paper: https://www.semanticscholar.org/paper/ba3566511f639d02b712490f81dd10b7f8d35a8e

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In Statistics and Probability

Citations in the corpus

Testing Alternative Leisure Constraint Negotiation Models: An Extension of Hubbard and Mannell's Study (2008, methodology): “We calculated interaction terms for negotiation and constraint (negotiation × constraint) and motivation and constraint (motivation × constraint) and included them with their respective components in multiple regression equations with participation as the dependent variable (Graham et al., 2003).”
Why Tenth Graders Fail to Finish High School: A Dropout Typology Latent Class Analysis (2012, methodology): “As noted by Graham et al. (2003), FIML is robust under these conditions and is preferred.”
How Many Imputations are Really Needed? Some Practical Clarifications of Multiple Imputation Theory (2007, background): “Technical articles, books, and multiple imputation software abound (e.g., Collins et al. 2001; Graham et al. 2003; King et al. 2001; Schafer, 1997; Schafer and Graham 2002; Schafer and Olsen 1998).”
Resilience in parenting among young mothers: Family and ecological risks and opportunities (2011, methodology): “03 software program (Schafer, 1997); analysis based on two imputations provides much better inference than just using one imputed database (Graham et al., 2003; Rubin, 1987).”
Best practices for missing data management in counseling psychology. (2010, unknown): “The EM method provides " unbiased and efficient " (Graham et al., 2003, p. 94) parameters and is particularly useful for procedures such as exploratory factor analysis and internal consistency calculations, which do not require hypothesis testing.”
A Household-Based Human Development Index (2012, unknown): “and Hofer, 2000; Rubin, 2004; Stern and Russel, 2001; Schaefer, 1997; Graham et al. 2003; Schaefer and Graham 2002; Allison 2007). However, there is also criticism on mean substitution and regression-based single imputation (e.g. Graham et al (2003); Landerman et al.”