Table 5 Comparing reconstructed-original data similarity (S score) among Autoencoder, PCA2000 and PCA approach.

From: Analysis of cardiac single-cell RNA-sequencing data can be improved by the use of artificial-intelligence-based tools

SampleID

Autoencoder

PCA 2000

PCA (all features)

7995_BZ

40.18

43.27

41.22

8014_BZ

40.16

44.13

42.44

8015_BZ

40.73

43.90

41.92

8026_BZ

40.71

42.97

41.04

8026_P1

41.29

47.40

45.25

8030_CZ

40.79

44.60

42.95

8046_BZ

40.21

44.99

43.72

8052_AZ

38.80

43.30

41.38

8060_AZ

42.98

40.04

37.72

8060_IZ

41.08

42.24

41.23

8064_AZ

39.27

45.88

44.18

8064_CZ

39.26

42.87

41.21

8094_AZ

40.70

44.36

41.96

8095_AZ

39.87

43.36

41.51

8095_BZ

39.99

42.52

40.84

  1. The lowest S score (most reconstructed-original similarity) approach is bold-highlighted.