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ResearchFormerly WizWand

Sleep abnormalities prediction on Actigraphy

0.665Avg AUCPAT-L
0.485080.531790.57850.62521Nov 22, 2024
Updated 5mo ago

Evaluation results

MethodLinks
PAT-LParams=1.99M2024.110.665
PAT Conv-LParams=1.99M2024.110.659
PAT-MParams=1.00M2024.110.641
PAT Conv-MParams=1.00M2024.110.627
CNN-3D (Smoothed)Params=790K2024.110.615
CNN-3DParams=790K2024.110.606
ConvLSTMParams=1.76M2024.110.585
ConvLSTM (Smoothed)Params=1.76M2024.110.579
PAT Conv-SParams=287K2024.110.573
PAT-SParams=287K2024.110.555
ScratchTransformer-MParams=1.00M2024.110.543
CNN-1DParams=10K2024.110.534
Wavelet TransformParams=10K2024.110.525
CNN-1D (Smoothed)Params=10K2024.110.519
LSTM (Smoothed)Params=15K2024.110.515
LSTMParams=15K2024.110.513
ScratchTransformer-SParams=287K2024.110.498
ScratchTransformer-LParams=1.99M2024.110.492