Keyword - Algorithms

Federated generalized additive models for location, scale and shape.
Swenne, Annika; Intemann, Timm; Moreno, Luis A; Pigeot, Iris
BMC Med Res Methodol, Volume 25, Issue 1 (2025)
PMID: 41361868 DOI: 10.1186/s12874-025-02735-7 
Citations: -

Accessibility of covariance information creates vulnerability in Federated Learning frameworks.
Huth, Manuel; Arruda, Jonas; Gusinow, Roy; Contento, Lorenzo; Tacconelli, Evelina; Hasenauer, Jan
Bioinformatics, Volume 39, Issue 9 (2023)
PMID: 37647639 DOI: 10.1093/bioinformatics/btad531 
Citations: 7 (Scopus)
Tags: Consortia: ORCHESTRA | Type: data governance | Type: software engineering

dsMTL: a computational framework for privacy-preserving, distributed multi-task machine learning.
Cao, Han; Zhang, Youcheng; Baumbach, Jan; Burton, Paul R; Dwyer, Dominic; Koutsouleris, Nikolaos; Matschinske, Julian; Marcon, Yannick; Rajan, Sivanesan; Rieg, Thilo; Ryser-Welch, Patricia; Späth, Julian; Herrmann, Carl; Schwarz, Emanuel
Bioinformatics, Volume 38, Issue 21 (2022)
PMID: 36073911 DOI: 10.1093/bioinformatics/btac616 
Citations: 9 (Scopus)
Tags: Study: GSE21138  | Study: GSE35977 | Study: GSE53987 | Study: phs000979.v3.p2 | Type: data systems | Type: proof of concept | Type: software engineering

Deep generative models in DataSHIELD.
Lenz, Stefan; Hess, Moritz; Binder, Harald
BMC Med Res Methodol, Volume 21, Issue 1 (2021)
PMID: 33812380 DOI: 10.1186/s12874-021-01237-6 
Citations: 17 (Scopus)
Tags: Consortia: GEMOLS | Consortia: MIRACUM | Type: data systems | Type: proof of concept | Type: software engineering