Improving generalization of machine learning-identified biomarkers using causal modelling with examples from immune receptor diagnostics

Milena Pavlovic, Ghadi S. Al Hajj, Chakravarthi Kanduri, Johan Pensar, Mollie Wood, Ludvig Magne Sollid, Victor Greiff, Geir Kjetil Sandve. Improving generalization of machine learning-identified biomarkers using causal modelling with examples from immune receptor diagnostics. Nat. Mach. Intell., 6(1):15-24, 2024. [doi]

@article{PavlovicHKPWSGS24,
  title = {Improving generalization of machine learning-identified biomarkers using causal modelling with examples from immune receptor diagnostics},
  author = {Milena Pavlovic and Ghadi S. Al Hajj and Chakravarthi Kanduri and Johan Pensar and Mollie Wood and Ludvig Magne Sollid and Victor Greiff and Geir Kjetil Sandve},
  year = {2024},
  doi = {10.1038/s42256-023-00781-8},
  url = {https://doi.org/10.1038/s42256-023-00781-8},
  researchr = {https://researchr.org/publication/PavlovicHKPWSGS24},
  cites = {0},
  citedby = {0},
  journal = {Nat. Mach. Intell.},
  volume = {6},
  number = {1},
  pages = {15-24},
}