How can DMD be used to analyze biological systems, such as gene regulatory networks?

Jul 1, 2010 ... The extracted dynamic modes, which can be interpreted as a generalization of global stability modes, can be used to describe the underlying ... Jan 5, 2022 ... Dynamic Mode Decomposition and Its Variants ... Abstract. Dynamic mode decomposition (DMD) is a factorization and dimensionality reduction ... In this paper, we propose Bayesian DMD, which provides a principled way to transfer the advantages of the Bayesian formulation into DMD. To this end, we first ... Understanding nonlinear dynamical systems (NLDSs) is challenging in a variety of engineering and scientific fields. Dynamic mode decomposition (DMD), ... Jun 10, 2024 ... In summary, we have introduced a data-driven approach based on DMD to accelerate first-principles calculations of nonequilibrium electron ... The recently developed dynamic mode decomposition (DMD) is an innovative tool for integrating data with dynamical systems theory. The DMD has deep connections ... May 30, 2024 ... Dive into the research topics of 'Camera-Based Dynamic Vibration Analysis Using Transformer-Based Model CoTracker and Dynamic Mode Decomposition ... Jan 20, 2021 ... Abstract. Fluctuating surface pressures on a bluff body exposed to a boundary layer flow generally are characterized as a spatiotemporally ... Jun 12, 2018 ... In this video, we code up the dynamic mode decomposition (DMD) in Matlab and use it to analyze the fluid flow past a circular cylinder at ... Jun 12, 2018 ... In this video, we introduce the dynamic mode decomposition (DMD), a recent technique to extract spatio-temporal coherent structures directly ...