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Table 6 Prediction results for different periods

From: Fetal birthweight prediction with measured data by a temporal machine learning method

Delivery Less than 39 weeks 39 weeks 40 weeks More than 40 weeks
Evaluation MRE Accuracy MRE Accuracy MRE Accuracy MRE Accuracy
First delivery Formula 8.3 59.5 8.9 54.5 8.7 56.3 8.8 52.3
SVM 7.2 68.7 7.3 67.0 7.4 68.0 7.6 65.4
BPNN 6.2 75.0 6.7 72.0 6.5 70.5 6.2 71.2
Linear-R 6.0 70.1 5.8 68.4 6.1 67.0 5.8 69.2
CNN 7.3 63.6 8.8 51.6 9.5 49.8 9.8 51.4
RF 5.9 75.3 5.4 70.7 5.9 66.2 6.1 65.4
Hybrid-LSTM 5.11 84.8 6.0 76.7 5.7 79.3 5.7 81.0
Multiple deliveries Formula 7.9 61.0 8.6 56 8.1 60.5 9.2 51.5
SVM 6.9 70.3 7.2 62 7.6 67.0 7.6 63.0
BPNN 6.5 75.7 6.3 73 6.7 71.0 6.8 68.2
Linear-R 5.9 69.2 6.0 72.4 5.5 68.7 7.9 61.1
CNN 10.1 43.8 8.3 53.5 10.1 46.3 8.7 44.4
RF 7.4 61.5 5.8 70.6 6.5 67.2 7.2 66.7
Hybrid-LSTM 5.3 81.6 5.7 78.6 6.1 74.8 7.3 69.0
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