Santiago S. Silva R.

Publication Activity (10 Years)

Years Active: 2017-2023
Publications (10 Years): 8

Top Topics

Probabilistic Formulation

Mild Cognitive Impairment

Healthy Controls

Top Venues

DART/DCL@MICCAI

Publications

Francesco Cremonesi, Marc Vesin, Sergen Cansiz, Yannick Bouillard, Irene Balelli, Lucia Innocenti, Santiago S. Silva R., Samy-Safwan Ayed, Riccardo Taiello, Laetitia Kameni, Richard Vidal, Fanny Orlhac, Christophe Nioche, Nathan Lapel, Bastien Houis, Romain Modzelewski, Olivier Humbert, Melek Önen, Marco Lorenzi
Fed-BioMed: Open, Transparent and Trusted Federated Learning for Real-world Healthcare Applications. CoRR (2023)
Jean Ogier du Terrail, Samy-Safwan Ayed, Edwige Cyffers, Felix Grimberg, Chaoyang He, Regis Loeb, Paul Mangold, Tanguy Marchand, Othmane Marfoq, Erum Mushtaq, Boris Muzellec, Constantin Philippenko, Santiago S. Silva R., Maria Telenczuk, Shadi Albarqouni, Salman Avestimehr, Aurélien Bellet, Aymeric Dieuleveut, Martin Jaggi, Sai Praneeth Karimireddy, Marco Lorenzi, Giovanni Neglia, Marc Tommasi, Mathieu Andreux
FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings. CoRR (2022)
Irene Balelli, Santiago S. Silva R., Marco Lorenzi
A Differentially Private Probabilistic Framework for Modeling the Variability Across Federated Datasets of Heterogeneous Multi-View Observations. CoRR (2022)
Irene Balelli, Santiago S. Silva R., Marco Lorenzi
A Probabilistic Framework for Modeling the Variability Across Federated Datasets. IPMI (2021)
Santiago S. Silva R., André Altmann, Boris Gutman, Marco Lorenzi
Fed-BioMed: A General Open-Source Frontend Framework for Federated Learning in Healthcare. DART/DCL@MICCAI (2020)
Santiago S. Silva R., Boris A. Gutman, Eduardo Romero, Paul M. Thompson, André Altmann, Marco Lorenzi
Federated Learning in Distributed Medical Databases: Meta-Analysis of Large-Scale Subcortical Brain Data. ISBI (2019)
Santiago S. Silva R., Boris Gutman, Eduardo Romero, Paul M. Thompson, André Altmann, Marco Lorenzi
Federated Learning in Distributed Medical Databases: Meta-Analysis of Large-Scale Subcortical Brain Data. CoRR (2018)
Santiago S. Silva R., Diana L. Giraldo, Eduardo Romero
Characterizing brain patterns in conversion from mild cognitive impairment (MCI) to Alzheimer's disease. SIPAIM (2017)