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. 2020 Apr 28;20(9):2498. doi: 10.3390/s20092498

Table 7.

Performance comparison alongside published models on the Opportunity dataset. FilterNet models perform set records in each metric. The best results are in bold.

Method/Model F1m F1w F1w,nn n
DeepConvLSTM [33] 0.672 0.915 0.866 ?
LSTM-S [36] 0.698 0.912 best of 128
0.619 median of 128
b-LSTM-S [36] 0.745 0.927 best of 128
0.540 median of 128
LSTM Ensembles [39] 0.726 mean of 30
Res-Bidir-LSTM [51] 0.905 ?
Asymmetric Residual Network [52] 0.903 ?
DeepConvLSTM + Attention [53] 0.707 mean
FilterNet ms-CNN 0.718 0.919 0.891 mean of 9
FilterNet ms-C/L 0.743 0.928 0.903 mean of 9
FilterNet 4-fold ms-C/L 0.755 0.933 0.918 mean of 10