Author

Georgios Makrygiorgos

University of California, BerkeleyORCID 0000-0003-2236-5716Unclaimed 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 Research Focus:differential expression· 1 Approach:machine learning (classical)· 1 Approach:statistical model· 1

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Aaron J. BerlineriD· 1 shared Adam P. ArkiniD· 1 shared Ali MesbahiD· 1 shared Douglas S. ClarkiD· 1 shared Fengzhe ShiiD· 1 shared

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2022-2022 · peak 1/yr

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1 shared paperSystems Biology

Aaron J. BerlinerORCID

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1 paper

Recent·Most cited

Systems BiologyBiotechnology and BioengineeringPeer-reviewedDec 1, 2022

Data-Driven Flow-Map Models for Data-Efficient Discovery of Dynamics and Fast Uncertainty Quantification of Biological and Biochemical Systems

Georgios Makrygiorgos, Aaron J. Berliner, Fengzhe Shi…·Ali Mesbah

This paper introduces data-driven flow-map models for efficiently discovering dynamics and quantifying uncertainty in biochemical systems using polynomial chaos Kriging.

7 citations

statistical modelmachine learning (classical)

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