Software Defect Prediction via Attention-Based Recurrent Neural Network

<div>The overall framework of our proposed DP-ARNN. (a) Parsing source code. (b) Mapping string vectors into integer vectors. (c) Generating features via RNN with attention mechanism. (d) Performing defect prediction.</div>

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Figure 1

Figure 1: Software Defect Prediction via Attention-Based Recurrent Neural Network 