Author

C. V. Rackauckas

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Pharmacology & Toxicology· 3

Signature Assays, Organisms & Methods

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Approach:deep learning· 3 Approach:statistical model· 3 Research Focus:drug response / drug discovery· 2 Research Focus:benchmarking· 1 Assay:clinical cohort / trial· 1 Organism:human· 1

Frequent Co-Authors

V. Dixit· 2 shared V. Ivaturi· 2 shared A. Abdelrehim· 1 shared A. Jain· 1 shared A. Noack· 1 shared A. Pal· 1 shared A. R. Gerlach· 1 shared C. Elrod· 1 shared

Activity by Year

2020-2021 · peak 2/yr

Co-Author Collaboration Network

10 top collaborators · 18 mutual co-author links

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2 shared papersPharmacology & Toxicology

V. Dixit

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3 papers

Recent·Most cited

Stably Accelerating Stiff Quantitative Systems Pharmacology Models: Continuous-Time Echo State Networks as Implicit Machine Learning

R. Anantharaman, A. Abdelrehim, A. Jain, A. Pal, D. Sharp, U. Utkarsh, C. V. Rackauckas

This paper introduces continuous-time echo state networks (CTESNs) to accelerate stiff quantitative systems pharmacology models, achieving up to 56x speedup with <5% error.

bioRxiv · Oct 10, 2021Pharmacology & Toxicology

Efficient Precision Dosing Under Estimated Uncertainties via Koopman Expectations of Bayesian Posteriors with Pumas

C. V. Rackauckas, V. Dixit, A. R. Gerlach, V. Ivaturi

The paper introduces a method using Koopman operators to efficiently compute precision dosing under Bayesian uncertainties, achieving 50x-200x speedup over Monte Carlo simulations.

bioRxiv · Jan 25, 2021 · PreprintPharmacology & Toxicology

Accelerated Predictive Healthcare Analytics with Pumas, A High Performance Pharmaceutical Modeling and Simulation Platform

C. V. Rackauckas, Y. Ma, A. Noack, V. Dixit, P. Mogensen, C. Elrod, M. Tarek, S. Byrne, S. Maddhashiya, J. B. S. Calderon, M. Hatherly, J. Nyberg, J. Gobburu, V. Ivaturi

The paper introduces Pumas, a high-performance platform for pharmacometric modeling, showing significant performance improvements in drug development and precision medicine.

bioRxiv · Nov 28, 2020 · PreprintPharmacology & Toxicology