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Computational Intelligence and Neuroscience
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Computational Intelligence and Neuroscience
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2019
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Article
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Tab 2
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Research Article
RnRTD: Intelligent Approach Based on the Relationship-Driven Neural Network and Restricted Tensor Decomposition for Multiple Accusation Judgment in Legal Cases
Table 2
Performance of RnRTD methods based on multiple deep neural networks.
Optimization method
Basic algorithm
TextCNN
TextRNN
TextCNN attention
TextRNN attention
LSTM
Bi-LSTM
GRU
Original method
0.70
0.73
0.74
0.76
0.75
0.77
0.79
Only with RTD
0.73
0.77
0.79
0.82
0.80
0.81
0.83
Only with rdRNN
0.74
0.80
0.82
0.83
0.83
0.84
0.82
With RnRTD
0.80
0.85
0.85
0.90
0.91
0.93
0.91