Missing Data Imputation on Synthetic K=6, pcat=5
1.4Runtime (s)softImpute
Evaluation results
| Method | Links | |
|---|---|---|
| softImputeProcessor=3.1 GHz Intel Core i5, RAM=8 GB, Number of Cores=1, Repetitions=10, Hyperparameter Search=Path length 102022.10 | 1.4 | |
| EGCProcessor=3.1 GHz Intel Core i5, RAM=8 GB, Number of Cores=1, Repetitions=10, Implementation=Python and R2022.10 | 22 | |
| ImputeFAMDProcessor=3.1 GHz Intel Core i5, RAM=8 GB, Number of Cores=1, Repetitions=10, Hyperparameter Search=Rank grid {1, 3, 5, 7, 9}2022.10 | 56 | |
| missForestProcessor=3.1 GHz Intel Core i5, RAM=8 GB, Number of Cores=1, Repetitions=10, Implementation=R2022.10 | 58.7 | |
| MICEProcessor=3.1 GHz Intel Core i5, RAM=8 GB, Number of Cores=1, Repetitions=10, Pooling=5 imputed datasets2022.10 | 82.3 |