Missing data: Our view of the state of the art.
Citations
7,620 citations
5,095 citations
Cites background or methods from "Missing data: Our view of the state..."
...Schafer & Graham (2002) suggested that forming a scale score based on partial data can cause problems in some situations, but may be fine in others....
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...Researchers should use MI and ML procedures (see Schafer & Graham 2002)....
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...MCAR is a special case of MAR in which missingness does not depend on the observed data either (Schafer & Graham 2002)....
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2,530 citations
Cites background from "Missing data: Our view of the state..."
...Social network analysis also comes up against the missing data problem [13,14,15], where link prediction algorithms may play a role....
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2,253 citations
Cites background from "Missing data: Our view of the state..."
...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)....
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...Missing data theorists (e.g., Collins et al. 2001; Schafer and Graham 2002; Graham et al. 2003) have argued that MI and FIML are equivalent....
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2,156 citations
Cites background from "Missing data: Our view of the state..."
...Complete case analysis can perform quite badly under MAR and some MNAR cases (Schafer and Graham, 2002), but there are two special cases where it can outperform multiple imputation....
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References
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