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Maximum likelihood
- Why maximum likelihood is better than multiple imputation
Multiple imputation
- When multiple imputation is better than maximum likelihood
- How many imputations do you need?
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Missing Data

Software, advice, and research on handling data with missing values

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This site is run by Paul von Hippel and Paul Allison.

We offer tools and practical advice on using two rigorous methods–maximum likelihood and multiple imputation–to analyze data with missing values.

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