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. 2022 Jun 25;14:1187–1201. doi: 10.2147/NSS.S361270

Figure 1.

Figure 1

(A) Three types of audio datasets (PSG, Smartphone, Mixed), each divided into training, validation, and test sets. For example, the PSG audio dataset was divided into TrainPSG, ValidPSG, TestPSG. ModelPSG was trained using TrainPSG, ValidPSG until performance saturation, and was then evaluated with TestPSG. The same process was independently conducted for the Smartphone audio dataset and the mixed audio datasets (PSG+Smartphone), respectively. The numbers of subjects in each dataset were presented. (B) Pairs between trained models and test sets for cross-domain validation. Each trained model was evaluated on test sets from datasets not used for training the model.