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Machine learning tools for biomarker discovery. Outils d'apprentissage statistique pour la découverte de biomarqueurs

Archive ouverte | Azencott, Chloé-Agathe | CCSD

My research focuses on the development of machine learning tools for therapeutic research. In particular, my goal is to propose computational tools that can exploit data sets to extract biological hypotheses that explain, at a gen...

Network-Guided Biomarker Discovery

Archive ouverte | Azencott, Chloé-Agathe | CCSD

International audience. Identifying measurable genetic indicators (or biomarkers) of a specific condition of a biological system is a key element of precision medicine. Indeed it allows to tailor diagnostic, prognos...

Multitask group Lasso for Genome Wide association Studies in diverse populations

Archive ouverte | Azencott, Chloé-Agathe | CCSD

International audience. Genome-Wide Association Studies, or GWAS, aim at finding Single Nucleotide Polymorphisms (SNPs) that are associated with a phenotype of interest. GWAS are known to suffer from the large dimen...

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