no code implementations • 23 Jan 2024 • Chuanbo Liu, Yu Fu, Lu Lin, Elliot L. Elson, Jin Wang
This approach, when combined with the analytical capabilities of a sophisticated deep neural network, enables the accurate estimation of rate constants from observational data in a broad range of biochemical reaction networks.
no code implementations • 29 Jul 2023 • Chuanbo Liu, Jin Wang
In this study, we propose repurposing language models as a machine learning approach to solve master equations.
no code implementations • 28 Feb 2021 • Chuanbo Liu, Jin Wang
Based on the calculated efficiency, we illustrate a new absolute qPCR analysis method for accurately determining nucleic acid amount.
no code implementations • 28 Feb 2021 • Chuanbo Liu, Jin Wang
The discussion of computational complexity suggested a factor of $M$ (which is the connection number of the network) folds time consuming reduction for random time simulation algorithm as compared to other exact stochastic simulation algorithms, such as the Gillespie algorithm.