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The vast majority of the literature on learning dynamical systems or stochastic processes from time series has focused on stable or ergodic systems, for both Bayesian and frequentist inference procedures. However, most real-world systems…

机器学习 · 统计学 2025-07-02 Zachary P Adams , Sayan Mukherjee

Discrete mesoscale network models, in which explicitly modeled polymer chains are replaced by implicit pairwise potentials, are capable of predicting the macroscale mechanical response of polymeric materials such as elastomers and gels,…

软凝聚态物质 · 物理学 2024-07-16 Robert J. Wagner , Meredith N. Silberstein

Cells can often choose among several stably heritable phenotypes. Examples are the expression of genes in eukaryotic cells where long chromosomal regions can adopt persistent and heritable silenced or active states, that may be associated…

分子网络 · 定量生物学 2015-05-18 Mille A. Micheelsen , Namiko Mitarai , Kim Sneppen , Ian. B. Dodd

A dynamical system obtains a wide variety of kinetic realizations, which is advantageous for the analysis of biochemical systems. A reaction network, derived from a dynamical system, may or may not possess some properties needed for a…

分子网络 · 定量生物学 2024-05-01 Dylan Antonio Talabis , Eduardo Mendoza

Microbial ecosystems are remarkably diverse, stable, and often consist of a balanced mixture of core and peripheral species. Here we propose a conceptual model exhibiting all these emergent properties in quantitative agreement with real…

种群与进化 · 定量生物学 2018-04-18 Akshit Goyal , Sergei Maslov

The multisite phosphorylation-dephosphorylation cycle is a motif repeatedly used in cell signaling. This motif itself can generate a variety of dynamic behaviors like bistability and ultrasensitivity without direct positive feedbacks. In…

定量方法 · 定量生物学 2011-11-09 Liming Wang , Eduardo D. Sontag

In this work, we introduce a generalized framework for multiscale state-space modeling that incorporates nested nonlinear dynamics, with a specific focus on Bayesian learning under switching regimes. Our framework captures the complex…

机器学习 · 统计学 2024-10-31 Nayely Vélez-Cruz , Manfred D. Laubichler

From molecular, cellular, to ecological systems, the modeling of biological processes often stands on the assumption that fast components immediately reach the equilibrium at each moment (quasi-steady state) and only slow components govern…

定量方法 · 定量生物学 2026-05-28 Pan-Jun Kim

The recent discovery of universal principles underlying many complex networks occurring across a wide range of length scales in the biological world has spurred physicists in trying to understand such features using techniques from…

生物物理 · 物理学 2015-05-13 Sitabhra Sinha

We introduce a mesoscopic model for natural network formation processes, acting as a bridge between the discrete and continuous network approach proposed by Hu and Cai. The models are based on a common approach where the dynamics of the…

偏微分方程分析 · 数学 2018-06-07 Martin Burger , Jan Haskovec , Peter Markowich , Helene Ranetbauer

The global dynamics of gene regulatory networks are known to show robustness to perturbations in the form of intrinsic and extrinsic noise, as well as mutations of individual genes. One molecular mechanism underlying this robustness has…

分子网络 · 定量生物学 2015-06-15 Claus Kadelka , David Murrugarra , Reinhard Laubenbacher

Mixture transition distribution time series models build high-order dependence through a weighted combination of first-order transition densities for each one of a specified number of lags. We present a framework to construct stationary…

统计方法学 · 统计学 2025-02-25 Xiaotian Zheng , Athanasios Kottas , Bruno Sansó

Reaction diffusion systems with Turing instability and mass conservation are studied. In such systems, abrupt decays of stripes follow quasi-stationary states in sequence. At steady state, the distance between stripes is much longer than…

斑图形成与孤子 · 物理学 2009-11-11 Shuji Ishihara , Mikiya Otsuji , Atsushi Mochizuki

This paper presents an algorithm for approximating certain types of dynamical systems given by a system of ordinary delay differential equations by a Boolean network model. Often Boolean models are much simpler to understand than complex…

分子网络 · 定量生物学 2011-05-10 Franziska Hinkelmann , Reinhard Laubenbacher

We propose a methodology to analyze synchronization in an ensemble of diffusively coupled multistable systems. First, we study how two bidirectionally coupled multistable oscillators synchronize and demonstrate the high complexity of the…

混沌动力学 · 物理学 2015-06-23 R. Sevilla-Escoboza , J. M. Buldú , A. N. Pisarchik , S. Boccaletti , R. Gutiérrez

Neither of the two prevalent theories, namely thermodynamic stability and kinetic stability, provides a comprehensive understanding of protein folding. The thermodynamic theory is misleading because it assumes that free energy is the…

生物物理 · 物理学 2013-07-22 Ji Xu , Mengzhi Han , Ying Ren , Jinghai Li

We derive a formulation of the First Law of nonequilibrium thermodynamics for biological information-processing systems by partitioning entropy in the Second Law into microscopic and mesoscopic components and by assuming that natural…

统计力学 · 物理学 2025-11-03 Roger D. Jones , Achille Giacometti , Alan M. Jones

It has recently been shown that structural conditions on the reaction network, rather than a 'fine-tuning' of system parameters, often suffice to impart 'absolute concentration robustness' on a wide class of biologically relevant,…

概率论 · 数学 2014-01-20 David F. Anderson , German Enciso , Matthew Johnston

The biological requirements for an ecosystem to develop and maintain species diversity are in general unknown. Here we consider a model ecosystem of sessile and mutually excluding organisms competing for space [Mathiesen et al. Phys. Rev.…

种群与进化 · 定量生物学 2012-09-10 Namiko Mitarai , Joachim Mathiesen , Kim Sneppen

We present a new conjecture about a necessary condition that a (bio)chemical network has to satisfy for it to exhibit multistationarity. According to a Theorem of Feliu and Wiuf [27, 12], the conjecture is known for strictly monotonic…

分子网络 · 定量生物学 2019-03-18 Marcelle Kaufman , Christophe Soulé