Articles with "robust approaches" as a keyword



On Selecting Robust Approaches for Learning Predictive Biomarkers in Metabolomics Data Sets.

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Published in 2025 at "Analytical chemistry"

DOI: 10.1021/acs.analchem.5c01049

Abstract: Metabolomics, the study of small molecules within biological systems, offers insights into metabolic processes and, consequently, holds great promise for advancing health outcomes. Biomarker discovery in metabolomics represents a significant challenge, notably due to the… read more here.

Keywords: data sets; machine learning; robust approaches; approaches learning ... See more keywords

Robust approaches for model-free small-angle scattering data analysis

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Published in 2022 at "Journal of Applied Crystallography"

DOI: 10.1107/s1600576722004356

Abstract: Three different approaches are compared for determination of the correlation function from the small-angle neutron scattering data of a powder sample of iron oxide nanoparticles. read more here.

Keywords: scattering data; approaches model; robust approaches; small angle ... See more keywords