Feature Generation by Convolutional Neural Network for Click-Through Rate Prediction
2019-04-09Code Available0· sign in to hype
Bin Liu, Ruiming Tang, Yingzhi Chen, Jinkai Yu, Huifeng Guo, Yuzhou Zhang
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Abstract
Easy-to-use,Modular and Extendible package of deep-learning based CTR models.DeepFM,DeepInterestNetwork(DIN),DeepInterestEvolutionNetwork(DIEN),DeepCrossNetwork(DCN),AttentionalFactorizationMachine(AFM),Neural Factorization Machine(NFM),AutoInt,Deep Session Interest Network(DSIN)
Tasks
Benchmark Results
| Dataset | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| Avazu | FGCNN+IPNN | AUC | 0.79 | — | Unverified |
| Huawei App Store | FGCNN+IPNN | AUC | 0.94 | — | Unverified |