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. Author manuscript; available in PMC: 2015 Nov 3.
Published in final edited form as: Proc ACM Int Conf Ubiquitous Comput. 2015 Sep;2015:493–504. doi: 10.1145/2750858.2807526

Table 3.

Cross-subject validation performance metrics for dataset train

Accuracy Optimal hyper-parameters
Feature Set F1 AUC Hit-rate TPR FPR C. Kappa C γ bias
All 0.81 0.96 0.93 0.84 0.05 0.77 90.5097 0.000345267 0.339329
ECG 0.78 0.95 0.92 0.72 0.05 0.73 2 0.00552427 0.340407
HRV 0.56 0.78 0.84 0.55 0.1 0.46 724.077 0.0220971 0.250926
RIP 0.75 0.93 0.90 0.83 0.09 0.69 1448.15 0.000488281 0.308312