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shik-design's Projects

biomass icon biomass

A Python Framework for Modeling and Analysis of Signaling Systems

covid19-sir icon covid19-sir

CovsirPhy: Python library for COVID-19 analysis with phase-dependent SIR-derived ODE models.

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Disease Informed Neural Networks (DINNs) — neural networks capable of learning how diseases spread, forecasting their progression, and finding their unique parameters (e.g. death rate).

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[AAAI-23] Epidemiologically-informed Neural Networks

pesto icon pesto

PESTO: Parameter EStimation TOolbox, Bioinformatics, btx676, 2017.

pinn-covid icon pinn-covid

PINN-COVID analyzes a plurality of epidemiological models through the lens of physics-informed neural networks (PINNs).

pydaddy icon pydaddy

Python package to discover stochastic differential equations from time series data

smoothsde icon smoothsde

Fit stochastic differential equation models with time-varying parameters

tensir icon tensir

SIR model parameter estimation using a novel algorithm for differentiated uniformization.

thesis-code icon thesis-code

Code used for the masters thesis "Autophagy in yeast Saccharomyces cerevisiae: single-cell and multi-cell model approaches"

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when using, please cite "Bayesian Physics-Informed Neural Networks for real-world nonlinear dynamical systems", CMAME, https://doi.org/10.1016/j.cma.2022.115346

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