Author

Gemma Massonis

Consejo Superior de Investigaciones CientíficasORCID 0000-0001-8740-825XUnclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Systems Biology· 2

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 2 Approach:statistical model· 2 Research Focus:differential expression· 1 Research Focus:gene regulatory network inference· 1 Approach:machine learning (classical)· 1 Research Focus:trajectory inference· 1

Frequent Co-Authors

Alejandro F. VillaverdeiD· 2 shared Julio R. BangaiD· 1 shared

Activity by Year

2021-2023 · peak 1/yr

Co-Author Collaboration Network

2 top collaborators · 1 mutual co-author link

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2 shared papersSystems Biology

Alejandro F. VillaverdeORCID

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2 papers

Recent·Most cited

Systems BiologyPLoS Computational BiologyPeer-reviewedOct 18, 2023

Distilling identifiable and interpretable dynamic models from biological data

Gemma Massonis, Alejandro F. Villaverde, Julio R. Banga

The paper develops a method to automatically discover structurally identifiable and interpretable dynamical models from biological data using SINDy-PI and additional procedures.

16 citations

statistical modelmachine learning (classical)

𝕏 PostBluesky

Systems BiologyPLoS Computational BiologyPeer-reviewedOct 14, 2021

On testing structural identifiability by a simple scaling method: relying on scaling symmetries can be misleading

Alejandro F. Villaverde, Gemma Massonis

The paper warns that the Scaling Invariance Method can miss non-identifiability and non-observability caused by symmetries other than scaling, and suggests using symbolic computation tools instead.

4 citations

statistical modelbenchmarking

𝕏 PostBluesky