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Table 1 Comparison of clustering performance and computing time for JOINT and published imputation algorithms on real scRNA-Seq datasets

From: JOINT for large-scale single-cell RNA-sequencing analysis via soft-clustering and parallel computing

Performance Scores Raw Saver scImpute JOINT
 Baron Dataset
  Adjusted Rand Index 0.64 0.63 0.43 0.95
  Jaccard Index 0.55 0.53 0.34 0.92
  Adjusted Mutual Info 0.79 0.76 0.64 0.89
 Zeisel Dataset
  Adjusted Rand Index 0.67 0.69 0.45 0.67
  Jaccard Index 0.57 0.59 0.35 0.57
  Adjusted Mutual Info 0.63 0.63 0.56 0.65
Computing Time (s) Saver scImpute JOINT  
 Baron Dataset 4777 1010 528  
 Zeisel Dataset 18036 3440 836