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Optimizing clinico-genomic disease prediction across ancestries: a machine learning strategy with Pareto improvement.

Yan GaoYan Cui
Published in: Genome medicine (2024)
This study shows that deep transfer learning can enhance fairness in multi-ancestral machine learning by improving prediction accuracy for data-disadvantaged populations without compromising prediction accuracy for other populations, thus providing a Pareto improvement towards equitable clinico-genomic prediction of diseases.
Keyphrases
  • machine learning
  • big data
  • artificial intelligence
  • gene expression
  • electronic health record
  • dna methylation