Online Federated Multitask Learning

This repository is an official implementation of Online Federated Multitask Learning, accepted at BigData 2019.

Training and Evaluation

run average_error_vs_number_of_device.m, err_ofmtl and time_ofmtl is the corresponding err and time for algorithm ofmtl.

ofmtl.m is the code of algorithm ofmtl

baseline file contains the code for three baselines, including local_svm, global_svm and mocha.

data file contains three dataset we have used.

Reference

@inproceedings{li2019online,
  title={Online federated multitask learning},
  author={Li, Rui and Ma, Fenglong and Jiang, Wenjun and Gao, Jing},
  booktitle={2019 IEEE International Conference on Big Data (Big Data)},
  pages={215--220},
  year={2019},
  organization={IEEE}
}

Contact

For more details, please contact rli35@buffalo.edu