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Random walks on dynamic graphs

Random walks on dynamic graphs
动态图上的随机游走
批准号:
EP/R022615/1
负责人:
Perla Sousi
金额:
$14.52万
依托单位:
依托单位国家:
英国
项目类别:
Research Grant
财政年份:
2018
资助国家:
英国
项目状态:
已结题
起止时间:
2018 至 --

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中文摘要
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英文摘要
Let us consider a simplified model of a communication network. Two people can communicate if they are within distance 1 from each other. A graph is a mathematical object that can be used to model such a network. We think of the people as the vertices of the graph and we connect two of them by a line segment of length 1 (that we call edge) if they can communicate. Is this graph connected? In other words, can a rumour spread to the whole network? If the answer to this question is yes, then the natural next question is: how well-connected is the network? This is not a well-posed question. One way of interpreting this is by asking whether removing an edge of this graph can change the connectivity property. Another natural way to probe the geometry of the graph is to analyse the behaviour of a random walk. A random walk models a particle moving on the vertices of the graph, at each time step jumping to a random neighbour. Mixing, hitting and cover times are fundamental quantities that reveal features of the underlying graph's geometry and connectivity. The mixing time represents how long it takes the random walk to reach equilibrium, the hitting time is the time it takes for a random walk starting from one vertex to hit another, and the cover time is the amount of time it takes for the random walk to visit every vertex in the graph.Graphs serve to model many real-world situations. However, most networks are not static in nature, but change with time. So it is natural to introduce dynamics and study properties of graphs whose connectivity properties change with time. In this setting studying mixing, hitting and covering properties of a random walk can give insight on the geometry and connectivity properties of the dynamical graph. A lot of the classical tools used to analyse processes on static graphs do not carry over to the time-inhomogeneous setting. So in order to study mixing, hitting and covering properties of the walks we will need to develop new tools and techniques.
期刊论文(10)
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会议论文
DOI: 10.1007/s00222-022-01168-z
发表时间: 2021-01
期刊: Inventiones mathematicae
影响因子: 3.1
作者: [Alexander Drewitz;Alexis Prévost;Pierre-François Rodriguez]
通讯作者: Alexander Drewitz;Alexis Prévost;Pierre-François Rodriguez
DOI: 10.1007/s00220-023-04686-w
发表时间: 2023-04-04
期刊: COMMUNICATIONS IN MATHEMATICAL PHYSICS
影响因子: 2.4
作者: [Hutchcroft,Tom, Sousi,Perla]
通讯作者: Sousi,Perla
A comparison principle for random walk on dynamical percolation
动态渗流随机游走的比较原理
DOI: 10.1214/20-aop1441
发表时间: 2020
期刊: The Annals of Probability
影响因子: --
作者: [Hermon J]
通讯作者: Hermon J
DOI: 10.1214/22-aap1841
发表时间: 2021-01
期刊: The Annals of Applied Probability
影响因子: --
作者: [M. Breden;Maximilian Engel]
通讯作者: M. Breden;Maximilian Engel
7
    Workshop on scaling limits: from statistical mechanics to manifolds
    • 批准号:
      EP/T031050/1
    • 项目类别:
      Research Grant
    • 资助金额:
      $2.47万
    • 财政年份:
      2022
    • 负责人:
      Perla Sousi
    • 依托单位:
    海外基金