Author

Emily Nieves

Massachusetts Institute of Technology

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Systems Biology· 1

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Approach:Bayesian inference· 1

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Christopher RackauckasiD· 1 shared Raj DandekariD· 1 shared

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Recent·Most cited

Uncertainty quantified discovery of chemical reaction systems via Bayesian scientific machine learning

Emily Nieves, Raj Dandekar, Christopher Rackauckas

This paper introduces a Bayesian framework using neural ODEs and pSGLD to discover chemical reaction pathways with uncertainty quantification, showing improved accuracy over standard SGLD.

Frontiers in Systems Biology · Mar 8, 2024Peer-reviewedSystems Biology