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. Author manuscript; available in PMC: 2021 Apr 1.
Published in final edited form as: IEEE Trans Biomed Eng. 2019 Jul 1;67(4):966–977. doi: 10.1109/TBME.2019.2926060

TABLE I.

Performance of the networks

Model Input data Prediction window Accuracy Success rate System elapsed time/one prediction
LSTM + FC Vanilla value 100 ms 85% 88% 10 ms
LSTM + FC Derivative value 100 ms 62% 63% 10 ms
LSTM + FC Absolute derivative value 100 ms 70% 76% 10 ms
LSTM + FC Absolute value 100 ms 89% 90% 10 ms
FC RNN + FC Absolute value 100 ms 86% 89% 10 ms
Stacked LSTM + FC Absolute value 100 ms 87% 89% 26 ms
LSTM + FC Absolute value 200 ms 87% 89% 10 ms
LSTM + FC Absolute value 300 ms 82% 87% 10 ms
LSTM + FC Absolute value 400 ms 78% 82% 10 ms