# 01-02 ## MAP 用dot當推薦 ### GraphSAGE #### train ![](https://i.imgur.com/CbXSZ0j.png) 只用Vemb, Aemb沒有辦法得到更好的效果, 因為同樣的V和A有過多不同的Pemb ![](https://i.imgur.com/GohMpD7.png) 85萬筆data中有3萬多有這問題 #### test ![](https://i.imgur.com/fD4On1F.png) ### DeepWalk ![](https://i.imgur.com/BKHSVYB.png) ## Recall ### GraphSAGE #### train ![](https://i.imgur.com/yZUHzKw.png) ![](https://i.imgur.com/J66ZvDu.png) ![](https://i.imgur.com/kjAWTZb.png) #### test ![](https://i.imgur.com/gv2eOla.png) ![](https://i.imgur.com/Q151DC5.png) ## BEACON https://www.ijcai.org/proceedings/2019/0389.pdf * 2018 AAAI前 * top 50 conference * 寫過超過3篇paper的作者,共10991位作者 * Total items: 16798 ![](https://i.imgur.com/xbCa5HM.png)
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