基于多头自注意力神经网络的购物篮推荐方法*
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倪维健,郭浩宇,刘彤,曾庆田
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Online Product Recommendation Based on Multi-Head Self-Attention Neural Networks
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Weijian Ni,Haoyu Guo,Tong Liu,Qingtian Zeng
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表6 JingDong数据集网络部分性能结果
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Table 6 Ablated Results on JingDong Dataset
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Model | Precision | Recall | F1 | Hit-Rate | NDCG@5 | -category-attention | 0.0428 | 0.1157 | 0.0625 | 0.1835 | 0.0919 | -category-transformer | 0.0559 | 0.1506 | 0.0816 | 0.2225 | 0.1232 | -multihead | 0.0665 | 0.1781 | 0.0969 | 0.2577 | 0.1480 | -attention | 0.0428 | 0.1223 | 0.0634 | 0.1820 | 0.0930 | -transformer | 0.0568 | 0.1539 | 0.0829 | 0.2304 | 0.1256 | 完整网络 | 0.0678 | 0.1859 | 0.0994 | 0.2620 | 0.1485 |
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