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FastImputation - MaRDI portal

FastImputation (Q27534)

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Learn from Training Data then Quickly Fill in Missing Data
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FastImputation
Learn from Training Data then Quickly Fill in Missing Data

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    2.1
    9 February 2022
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    1.0
    11 April 2012
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    1.1
    21 May 2013
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    1.2
    25 November 2013
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    1.3.1
    28 June 2016
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    1.3
    15 February 2016
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    2.0
    12 March 2017
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    2.2.1
    25 September 2023
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    25 September 2023
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    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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