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We study critical random Boolean networks with two inputs per node that contain only canalyzing functions. We present a phenomenological theory that explains how a frozen core of nodes that are frozen on all attractors arises. This theory…

统计力学 · 物理学 2009-11-11 U. Paul , V. Kaufman , B. Drossel

We present a computational method for finding attractors (ergodic sets of states) of Boolean networks under asynchronous update. The approach is based on a systematic removal of state transitions to render the state transition graph…

无序系统与神经网络 · 物理学 2010-08-24 Thomas Skodawessely , Konstantin Klemm

Estimating the influence that individual nodes have on one another in a Boolean network is essential to predict and control the system's dynamical behavior, for example, detecting key therapeutic targets to control pathways in models of…

物理与社会 · 物理学 2023-11-02 Thomas Parmer , Filippo Radicchi

The study of network structure has uncovered signatures of the organization of complex systems. However, there is also a need to understand how to control them; for example, identifying strategies to revert a diseased cell to a healthy…

分子网络 · 定量生物学 2016-04-19 Alexander J. Gates , Luis M. Rocha

Boolean networks with canalizing functions are used to model gene regulatory networks. In order to learn how such networks may behave under evolutionary forces, we simulate the evolution of a single Boolean network by means of an adaptive…

种群与进化 · 定量生物学 2011-11-09 Agnes Szejka , Barbara Drossel

Neural networks transform high-dimensional data into compact, structured representations, often modeled as elements of a lower dimensional latent space. In this paper, we present an alternative interpretation of neural models as dynamical…

机器学习 · 计算机科学 2026-03-26 Marco Fumero , Luca Moschella , Emanuele Rodolà , Francesco Locatello

In network control theory, driving all the nodes in the Feedback Vertex Set (FVS) forces the network into one of its attractors (long-term dynamic behaviors). The FVS is often composed of more nodes than can be realistically manipulated in…

定量方法 · 定量生物学 2022-06-15 Eli Newby , Jorge Gómez Tejda Zañudo , Réka Albert

It is a common belief that the order of a Boolean network is mainly determined by its attractors, including fixed points and cycles. Using semi-tensor product (STP) of matrices and the algebraic state-space representation (ASSR) of Boolean…

系统与控制 · 电气工程与系统科学 2021-11-30 Xiao Zhang , Zhengping Ji , Daizhan Cheng

In graph-theoretical terms, an edge in a graph connects two vertices while a hyperedge of a hypergraph connects any more than one vertices. If the hypergraph's hyperedges further connect the same number of vertices, it is said to be…

系统与控制 · 电气工程与系统科学 2024-11-05 Shaoxuan Cui , Guofeng Zhang , Hildeberto Jardón-Kojakhmetov , Ming Cao

Random Boolean networks have been used widely to explore aspects of gene regulatory networks. A modified form of the model through which to systematically explore the effects of increasing the number of gene states has previously been…

分子网络 · 定量生物学 2023-02-06 Larry Bull

Boolean networks have been the object of much attention, especially since S. Kauffman proposed them in the 1960's as models for gene regulatory networks. These systems are characterized by being defined on a Boolean state space and by…

分子网络 · 定量生物学 2008-01-30 Winfried Just , German Enciso

In this paper, we study geometric properties of basins of attraction of monotone systems. Our results are based on a combination of monotone systems theory and spectral operator theory. We exploit the framework of the Koopman operator,…

系统与控制 · 计算机科学 2017-05-09 Aivar Sootla , Alexandre Mauroy

Asynchronous Boolean networks are a type of discrete dynamical system in which each variable can take one of two states, and a single variable state is updated in each time step according to pre-selected rules. Boolean networks are popular…

分子网络 · 定量生物学 2024-10-08 Samuel Pastva , Kyu Hyong Park , Ondrej Huvar , Jordan C Rozum , Reka Albert

We define a dynamic model of random networks, where new vertices are connected to old ones with a probability proportional to a sublinear function of their degree. We first give a strong limit law for the empirical degree distribution, and…

概率论 · 数学 2008-07-31 Steffen Dereich , Peter Morters

Boolean networks may be viewed as idealizations of biological genetic networks, where each node is represented by an on-off switch which is a function of the binary output from some other nodes. We evolve connectivity in a single Boolean…

生物物理 · 物理学 2016-09-08 Stefan Bornholdt , Kim Sneppen

Random Boolean networks, originally invented as models of genetic regulatory networks, are simple models for a broad class of complex systems that show rich dynamical structures. From a biological perspective, the most interesting networks…

无序系统与神经网络 · 物理学 2009-11-07 Joshua E. S. Socolar , Stuart A. Kauffman

The understanding of Boolean automata networks dynamics takes an important place in various domains of computer science such as computability, complexity and discrete dynamical systems. In this paper, we make a step further in this…

形式语言与自动机理论 · 计算机科学 2014-02-19 Tarek Melliti , Mathilde Noual , Damien Regnault , Sylvain Sené , Jérémy Sobieraj

Diverse biological networks exhibit universal features distinguished from those of random networks, calling much attention to their origins and implications. Here we propose a minimal evolution model of Boolean regulatory networks, which…

分子网络 · 定量生物学 2014-11-26 Deok-Sun Lee

Dimension reduction is a common strategy to study non-linear dynamical systems composed by a large number of variables. The goal is to find a smaller version of the system whose time evolution is easier to predict while preserving some of…

动力系统 · 数学 2022-06-23 Marina Vegué , Vincent Thibeault , Patrick Desrosiers , Antoine Allard

To model biological systems using networks, it is desirable to allow more than two levels of expression for the nodes and to allow the introduction of parameters. Various modeling and simulation methods addressing these needs using Boolean…

分子网络 · 定量生物学 2014-04-23 Yi Ming Zou