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. 2019 Nov 1;7(11):e14452. doi: 10.2196/14452

Table 2.

Percentage of prediction points on the Clark Error Grid zones.

Clark Error Grid zone LSTM-NN-TF-DTWa (with transfer learning) (%) LSTM-NN-TF-ALLb (with transfer learning) (%) LSTM-NNc (without transfer learning) (%) ANNd (%) KNNe regression (%) Ridge regression (%) Kernel ridge regression (%) Moving average (last 3 days) (%)
A 84.12 78.17 75.81 69.31 71.12 83.03 76.9 82.01
B 15.16 21.17 23.47 29.96 26.71 16.25 23.1 17.99
C 0 0 0 0 0 0 0 0
D 0.72 0.65 0.72 0.72 2.17 0.72 0 0
E 0 0 0 0 0 0 0 0

aLSTM-NN-TF-DTW: second transfer learning strategy.

bLSTM-NN-TF-ALL: first transfer learning strategy.

cLSTM-NN: without transfer learning.

dANN: artificial neural network.

eKNN: k-nearest neighbors.