% IMPORTANT: The following is UTF-8 encoded.  This means that in the presence
% of non-ASCII characters, it will not work with BibTeX 0.99 or older.
% Instead, you should use an up-to-date BibTeX implementation like “bibtex8” or
% “biber”.

@INPROCEEDINGS{Nieto:1014297,
      author       = {Nieto, Nicolas and Raimondo, Federico and Patil, Kaustubh},
      title        = {{J}u{H}armonize: {L}eakage-free data harmonization},
      reportid     = {FZJ-2023-03220},
      year         = {2023},
      note         = {Acknowledgments: This study was supported by Helmholtz AI
                      project DeGen and Helmholtz Portfolio Theme Supercomputing
                      and Modeling for the Human Brain.},
      abstract     = {Combining datasets is desirable when building machine
                      learning models. Differences in data acquisition present
                      undesired variability undermining subsequent machine
                      learning performance. Data harmonization methods such as
                      ComBat can be employed, however, the requirement of test set
                      labels causes data leakage and prevents real-world
                      deployment. We propose a method called JuHarmonize that
                      harmonizes data without those issues.},
      month         = {Jul},
      date          = {2023-07-22},
      organization  = {Organization for Human Brain Mapping
                       (OHBM), Montreal (Canada), 22 Jul 2023
                       - 26 Jul 2023},
      subtyp        = {After Call},
      cin          = {INM-7},
      cid          = {I:(DE-Juel1)INM-7-20090406},
      pnm          = {5254 - Neuroscientific Data Analytics and AI (POF4-525) /
                      JL SMHB - Joint Lab Supercomputing and Modeling for the
                      Human Brain (JL SMHB-2021-2027)},
      pid          = {G:(DE-HGF)POF4-5254 / G:(DE-Juel1)JL SMHB-2021-2027},
      typ          = {PUB:(DE-HGF)24},
      doi          = {10.34734/FZJ-2023-03220},
      url          = {https://juser.fz-juelich.de/record/1014297},
}