The first step in setting a Federated Learning project using vantage6 is understanding how it works. Having a general idea of how its components are built and how they are interconnected can make the technical setup much easier for all the involved parties.
To this end, we wrote a paper where we describe the niche that vantage6 fills in the Federated Learning landscape, its conceptual design, and its architecture. You can find the paper here:
This work was presented as a contribution during the AMIA 2020 Virtual Annual Symposium. It was accompanied by an oral presentation, which you can watch right here as well (~9 min, in English):
If you are using vantage6, please cite the paper as well as its corresponding GitHub repository as follows:
- Arturo Moncada-Torres, Frank Martin, Melle Sieswerda, Johan van Soest, Gijs Geleijnse. VANTAGE6: an open source priVAcy preserviNg federaTed leArninG infrastructurE for Secure Insight eXchange. AMIA Annual Symposium Proceedings, 2020, p. 870-877. [BibTeX]
- Frank Martin, Melle Sieswerda, Hasan Alradhi, et al., vantage6. Available at https://doi.org/10.5281/zenodo.3686944. Accessed on [MONTH, 20XX].