/Federated-Clustering-of-Bandits

The experiment for Federated Online Clustering of Bandits (UAI, 2022)

Primary LanguagePython

Federated Online Clustering of Bandits

Introduction

This is the experiment for Federated Online Clustering of Bandits (UAI, 2022).

Folder Structure


├── data_preprocessing  // preprocessing of data in movielens and yelp files
├── environment         // environment feedback for experiment and etc.
├── experiment          // main part of the experiment
├── plot                // the plot functions
├── result_processing   // processing the experiment result to get the desired information for plot
└── raw_data            // the data files input in the experiment, which have been preprocessed
    ├── movielens_data 
    ├── synthetic_data 
    └── yelp_data

Paremeters

  • In CDP-FCLUB-DC experiment, we choose beta_scaling = 0.005, $\alpha$ = 1.5, $\delta$ = 0.1, $\epsilon$ = 1. Under this condition, the experiment has achieved good results

Contact

Haoru Zhao - zhaohaoru@sjtu.edu.cn

If you find any bugs or have any question, please contact me.