junluo-bit / es_dfm

code of our AAAI 2021 paper Capturing Delayed Feedback in Conversion Rate Prediction via Elapsed-Time Sampling

Capturing Delayed Feedback in Conversion Rate Prediction via Elapsed-Time Sampling

Please cite this paper if you used any content of this repo in your work:

@inproceedings{DBLP:conf/aaai/YangLHZZZT21,
  author    = {Jia{-}Qi Yang and
               Xiang Li and
               Shuguang Han and
               Tao Zhuang and
               De{-}Chuan Zhan and
               Xiaoyi Zeng and
               Bin Tong},
  title     = {Capturing Delayed Feedback in Conversion Rate Prediction via Elapsed-Time
               Sampling},
  booktitle = {Thirty-Fifth {AAAI} Conference on Artificial Intelligence, {AAAI}
               2021},
  pages     = {4582--4589},
  publisher = {{AAAI} Press},
  year      = {2021},
  url       = {https://ojs.aaai.org/index.php/AAAI/article/view/16587},
}

This is the code and model checkpoints to reproduce the results on the public dataset.

The criteo dataset is available at https://drive.google.com/file/d/1x4KktfZtls9QjNdFYKCjTpfjM4tG2PcK/view?usp=sharing

For detailed information, please refer to the comments.

Please run

python main.py --help

to see all the arguments.

I uploaded a run.sh file as a reference to run the code, however, the pathes should be modified accordingly.

A preprint version of this paper is available at https://arxiv.org/abs/2012.03245