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Understanding Visual Representation Of Imputed Data For Aiding Human Decision-Making, Ryan M. Thompson
Understanding Visual Representation Of Imputed Data For Aiding Human Decision-Making, Ryan M. Thompson
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The effectiveness of representing higher dimensional data on a two-dimensional visualization was required to be studied in the development of a novel data imputation method, Continuous Imputation With Association Rules (CIWAR). When the CIWAR method is used to impute missing data, the method generates additional metadata that increases each imputed data point's dimensionality. Potential use cases for CIWAR include situations where imputed data would be analyzed by individuals with little or no data analytic experience or situations where imputed data would be used to aid high-stress time-critical human decision processes. A study was conducted to assess the effect of the …