Search Results for author: Hanying Li

Found 2 papers, 2 papers with code

Multiple imputation using chained random forests: a preliminary study based on the empirical distribution of out-of-bag prediction errors

1 code implementation30 Apr 2020 Shangzhi Hong, Yuqi Sun, Hanying Li, Henry S. Lynn

In this study, a novel RF-based multiple imputation method was proposed by constructing conditional distributions the empirical distribution of out-of-bag prediction errors.

Imputation valid

Influence of parallel computing strategies of iterative imputation of missing data: a case study on missForest

1 code implementation23 Apr 2020 Shangzhi Hong, Yuqi Sun, Hanying Li, Henry S. Lynn

Machine learning iterative imputation methods have been well accepted by researchers for imputing missing data, but they can be time-consuming when handling large datasets.

Imputation

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