FastImputation

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Software:27534



swMATH15646CRANFastImputationMaRDI QIDQ27534

Learn from Training Data then Quickly Fill in Missing Data

Author name not available (Why is that?)

Last update: 25 September 2023

Copyright license: No records found.

Software version identifier: 2.1, 1.0, 1.1, 1.2, 1.3.1, 1.3, 2.0, 2.2.1

Source code repository: https://github.com/cran/FastImputation

TrainFastImputation() uses training data to describe a multivariate normal distribution that the data approximates or can be transformed into approximating and stores this information as an object of class 'FastImputationPatterns'. FastImputation() function uses this 'FastImputationPatterns' object to impute (make a good guess at) missing data in a single line or a whole data frame of data. This approximates the process used by 'Amelia' <https://gking.harvard.edu/amelia> but is much faster when filling in values for a single line of data.





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