{"title":"随机网络和双向网络中的流言时代","authors":"Thomas maranzatto","doi":"arxiv-2401.11580","DOIUrl":null,"url":null,"abstract":"In this paper we study gossip networks where a source observing a process\nsends updates to an underlying graph. Nodes in the graph communicate to their\nneighbors by randomly sending updates. Our interest is studying the version age\nof information (vAoI) metric over various classes of networks. It is known that\nthe version age of $K_n$ is logarithmic, and the version age of\n$\\overline{K_n}$ is linear. We study the question `how does the vAoI evolve as\nwe interpolate between $K_n$ and $\\overline{K_n}$' by studying Erd\\H{o}s-Reyni\nrandom graphs, random $d$-regular graphs, and bipartite networks. Our main\nresults are proving the existence of a threshold in $G(n,p)$ from rational to\nlogarithmic average version age, and showing $G(n,d)$ almost surely has\nlogarithmic version age for constant $d$. We also characterize the version age\nof complete bipartite graphs $K_{L,R}$, when we let $L$ vary from $O(1)$ to\n$O(n)$.","PeriodicalId":501433,"journal":{"name":"arXiv - CS - Information Theory","volume":"113 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Age of Gossip in Random and Bipartite Networks\",\"authors\":\"Thomas maranzatto\",\"doi\":\"arxiv-2401.11580\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this paper we study gossip networks where a source observing a process\\nsends updates to an underlying graph. Nodes in the graph communicate to their\\nneighbors by randomly sending updates. Our interest is studying the version age\\nof information (vAoI) metric over various classes of networks. It is known that\\nthe version age of $K_n$ is logarithmic, and the version age of\\n$\\\\overline{K_n}$ is linear. We study the question `how does the vAoI evolve as\\nwe interpolate between $K_n$ and $\\\\overline{K_n}$' by studying Erd\\\\H{o}s-Reyni\\nrandom graphs, random $d$-regular graphs, and bipartite networks. Our main\\nresults are proving the existence of a threshold in $G(n,p)$ from rational to\\nlogarithmic average version age, and showing $G(n,d)$ almost surely has\\nlogarithmic version age for constant $d$. We also characterize the version age\\nof complete bipartite graphs $K_{L,R}$, when we let $L$ vary from $O(1)$ to\\n$O(n)$.\",\"PeriodicalId\":501433,\"journal\":{\"name\":\"arXiv - CS - Information Theory\",\"volume\":\"113 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-01-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - CS - Information Theory\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2401.11580\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - CS - Information Theory","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2401.11580","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
In this paper we study gossip networks where a source observing a process
sends updates to an underlying graph. Nodes in the graph communicate to their
neighbors by randomly sending updates. Our interest is studying the version age
of information (vAoI) metric over various classes of networks. It is known that
the version age of $K_n$ is logarithmic, and the version age of
$\overline{K_n}$ is linear. We study the question `how does the vAoI evolve as
we interpolate between $K_n$ and $\overline{K_n}$' by studying Erd\H{o}s-Reyni
random graphs, random $d$-regular graphs, and bipartite networks. Our main
results are proving the existence of a threshold in $G(n,p)$ from rational to
logarithmic average version age, and showing $G(n,d)$ almost surely has
logarithmic version age for constant $d$. We also characterize the version age
of complete bipartite graphs $K_{L,R}$, when we let $L$ vary from $O(1)$ to
$O(n)$.