Adaptive Optimizers with Sparse Group Lasso for Neural Networks in CTR Prediction

Author:

Yue Yun,Liu Yongchao,Tong Suo,Li Minghao,Zhang Zhen,Wen Chunyang,Bao Huanjun,Gu Lihong,Gu Jinjie,Mu Yixiang

Publisher

Springer International Publishing

Reference29 articles.

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2. Avazu: Avazu click-through rate prediction (2015). https://www.kaggle.com/c/avazu-ctr-prediction/data

3. Criteo: Criteo display ad challenge (2014). http://labs.criteo.com/2014/02/kaggle-display-advertising-challenge-dataset

4. Duchi, J., Hazan, E., Singer, Y.: Adaptive subgradient methods for online learning and stochastic optimization. J. Mach. Learn. Res. 12, 2121–2159 (2011). https://doi.org/10.5555/1953048.2021068

5. Graepel, T., Candela, J.Q., Borchert, T., Herbrich, R.: Web-scale Bayesian click-through rate prediction for sponsored search advertising in Microsoft’s Bing search engine. In: Fürnkranz, J., Joachims, T. (eds.) Proceedings of the 27th International Conference on Machine Learning, ICML 2010, Haifa, Israel, 21–24 June 2010, pp. 13–20. Omnipress (2010). https://icml.cc/Conferences/2010/papers/901.pdf

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1. AutoOpt: Automatic Hyperparameter Scheduling and Optimization for Deep Click-through Rate Prediction;Proceedings of the 17th ACM Conference on Recommender Systems;2023-09-14

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