xDeepFM: Combining Explicit and Implicit Feature Interactions for Recommender Systems

14 Mar 2018Jianxun LianXiaohuan ZhouFuzheng ZhangZhongxia ChenXing XieGuangzhong Sun

Combinatorial features are essential for the success of many commercial models. Manually crafting these features usually comes with high cost due to the variety, volume and velocity of raw data in web-scale systems... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Click-Through Rate Prediction Bing News xDeepFM AUC 0.8400 # 1
Log Loss 0.2649 # 1
Click-Through Rate Prediction Criteo xDeepFM AUC 0.8052 # 4
Log Loss 0.4418 # 3
Click-Through Rate Prediction Dianping xDeepFM AUC 0.8639 # 1
Log Loss 0.3156 # 1