# 03-30 Meeting ## Positive accuracy ![](https://i.imgur.com/w27oWSX.png) Negative sample size加到100 ## All train data accuracy ### Pos跟Neg 1比200 ![](https://i.imgur.com/4yFEdTE.png) 跟positive id很接近的negative sample id ![](https://i.imgur.com/p9tUU3L.png) Loss Overall accuracy Positive accuracy ![](https://i.imgur.com/DsfttCt.png) ### 2018 AAAI ![](https://i.imgur.com/7Nd6lso.png) ## 減少train的資料 只使用到2015 AAAI前當train搭配100個negative sample train 50 epoch花了6小時 ![](https://i.imgur.com/xTUx6zG.png) ![](https://i.imgur.com/6RSJ85i.png) ![](https://i.imgur.com/UPcg2xa.png) Test 2015 AAAI Recall/ Hit變高 ![](https://i.imgur.com/ceQTRyD.png)