Alejandro Almodóvar

Alejandro Almodóvar

PhD Student and Teacher assistant at Universidad Politécnica de Madrid

Propensity Weighted federated learning for treatment effect estimation in distributed imbalanced environments

Published in Computers in Biology and Medicine. Elsevier, 2024

Propensity Weighted federated learning for treatment effect estimation in distributed imbalanced environments (2024)

Consult the paper here

PW FedAvg: An adaptation of FedAvg on Treatment Effect Disentagled Variational Autoencoder (TEDVAE) to imbalanced environments, where the distribution of treated and control groups is very different accross hospitals.

Cite as:

@article{almodovar2024propensity,
  title={Propensity Weighted federated learning for treatment effect estimation in distributed imbalanced environments},
  author={Almod{\'o}var, Alejandro and Parras, Juan and Zazo, Santiago},
  journal={Computers in Biology and Medicine},
  volume={178},
  pages={108779},
  year={2024},
  publisher={Elsevier}
}