Author

Rainey Lyons

University of Colorado BoulderORCID 0000-0003-4113-0357Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Systems Biology· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Approach:statistical model· 1

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David M. BortziD· 1 shared Mohit Kumar JollyiD· 1 shared Nora Heitzman-BreeniD· 1 shared Paras JainiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

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1 shared paperSystems Biology

David M. BortzORCID

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1 paper

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Systems BiologybioRxivPreprintJul 3, 2026

Weak form Scientific Machine Learning for Systems Biology: A Tutorial on WENDy

Nora Heitzman-Breen, Rainey Lyons, Paras Jain…·David M. Bortz

This paper introduces WENDy, a method for parameter estimation in systems biology models using weak-form regression, demonstrating its application on real experimental data for glycolytic oscillators and cell-state transitions.

DOI 10.64898/2026.07.02.735880

statistical modelbenchmarking

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