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Advances in Artificial Neural Systems
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Advances in Artificial Neural Systems
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2012
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Article
/
Tab 1
Research Article
Sleep Stage Classification Using Unsupervised Feature Learning
Table 1
Classification accuracy and
-score for the three experimental setups.
Accuracy (mean ± std)
-score
Awake
S1
S2
SWS
REM
feat-GOHMM
63.9 ± 10.8
0.71
0.31
0.72
0.82
0.47
feat-DBN
72.2 ± 9.7
0.78
0.37
0.76
0.84
0.78
raw-DBN
67.4 ± 12.9
0.69
0.36
0.78
0.83
0.58
