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Table 13 Fivefold cross-validation of neural network trained and tested on source datasets without transfer learning

From: Comparison of deep transfer learning algorithms and transferability measures for wearable sleep staging

Dataset

Accuracy (%)

Cohen’s \(\kappa \)

SHHS

80.8

0.725

WSC

83.6

0.731

CiCC

72.7

0.634

MrOS

85.5

0.774

ISRUC

73.7

0.66

MASS

79.8

0.713

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BioMedical Engineering OnLine

ISSN: 1475-925X

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