源域数据增强与多兴趣细化迁移的跨域推荐模型
|
尹雅博,朱小飞,刘议丹
|
Cross-domain recommendation model based on source domain data augmentation and multi-interest refinement transfer
|
Yabo YIN,Xiaofei ZHU,Yidan LIU
|
|
表 4 兴趣数量$ M $对模型性能的影响 |
Tab.4 Impact of number of interests $ M $ on performance of model |
|
$ M $ | 任务1 | | 任务2 | | 任务3 | MAE | RMSE | | MAE | RMSE | | MAE | RMSE | 2 | 0.819 0 | 1.166 9 | | 0.881 1 | 1.161 7 | | 0.869 7 | 1.256 6 | 4 | 0.822 3 | 1.160 0 | | 0.884 0 | 1.159 6 | | 0.885 6 | 1.267 7 | 6 | 0.817 4 | 1.163 4 | | 0.874 4 | 1.160 5 | | 0.882 8 | 1.263 3 | 8 | 0.823 4 | 1.162 7 | | 0.886 9 | 1.163 5 | | 0.887 9 | 1.244 3 | 10 | 0.812 3 | 1.164 5 | | 0.881 9 | 1.159 8 | | 0.880 6 | 1.249 1 |
|
|
|