Missing value imputation for predictive models

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United States of America Patent

PATENT NO 8843423
APP PUB NO 20130226838A1
SERIAL NO

13403863

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ATTORNEY / AGENT: (SPONSORED)

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Abstract

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Provided are techniques for imputing a missing value for each of one or more predictor variables. Data is received from one or more data sources. For each of the one or more predictor variables, an imputation model is built based on information of a target variable; a type of imputation model to construct is determined based on the one or more data sources, a measurement level of the predictor variable, and a measurement level of the target variable; and the determined type of imputation model is constructed using basic statistics of the predictor variable and the target variable. The missing value is imputed for each of the one or more predictor variables using the data from the one or more data sources and one or more built imputation models to generate a completed data set.

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Patent Owner(s)

  • INTERNATIONAL BUSINESS MACHINES CORPORATION

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Chu, Yea J Chicago, US 10 128
Han, Sier Xi'an, CN 17 290
Shyr, Jing-Yun Naperville, US 36 481
Xu, Jing Xi'an, CN 510 4081

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