Name of server-side packages
Name of client-side packages
Date this information was late updated/checked
Description of packages purpose
dsMTL (Federated Multi-Task Learning based on DataSHIELD) provided federated, privacy-preserving multi-task learning analysis. dsMTL aimed at simultaneously learning the outcome (e.g. diagnosis) associated patterns across datasets with dataset-specific, as well as shared, effects. Four sparse MTL methods were contained in dsMTL to disentangle specific structures of “shared-specific” components. In addition, Federated LASSO was also included due to its wide usage. dsMTL was suitable for biomedical applications, such as comorbidity analysis, multi-omics analysis, multi-modal data analysis, and high-dimensional molecular studies.
How to contact developer institution/team/individual
Type distribution licence
GNU General Public License v3.0
Methods of obtaining package
What versions of R work with the package?
What R packages do the packages depend on?
DSI (≥ 1.2.0)
DSOpal (≥ 1.2.0)
We are documenting the package