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相关论文: Identifying Rumor Sources Using Dominant Eigenvalu…

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Rumor source identification in large social networks has received significant attention lately. Most recent works deal with the scale of the problem by observing a subset of the nodes in the network, called sensors, to estimate the source.…

社会与信息网络 · 计算机科学 2015-09-03 Alireza Louni , Anand Santhanakrishnan , K. P. Subbalakshmi

Social networks are the major routes for most individuals to exchange their opinions about new products, social trends and political issues via their interactions. It is often of significant importance to figure out who initially diffuses…

社会与信息网络 · 计算机科学 2020-10-27 Jaeyoung Choi , Sangwoo Moon , Jiin Woo , Kyunghwan Son , Jinwoo Shin , Yung Yi

The spread of rumors through social media and online social networks can not only disrupt the daily lives of citizens but also result in loss of life and property. A rumor spreads when individuals, who are unable decide the authenticity of…

物理与社会 · 物理学 2014-04-29 Bhushan Kotnis , Joy Kuri

In this paper, we propose a distributed algorithm for the minimum dominating set problem. For some especial networks, we prove theoretically that the achieved answer by our proposed algorithm is a constant approximation factor of the exact…

分布式、并行与集群计算 · 计算机科学 2021-01-05 Sharareh Alipour , Ehsan Futuhi , Shayan Karimi

We provide a systematic study of the problem of finding the source of a rumor in a network. We model rumor spreading in a network with a variant of the popular SIR model and then construct an estimator for the rumor source. This estimator…

机器学习 · 统计学 2010-11-03 Devavrat Shah , Tauhid Zaman

This paper addresses the rumor source identification problem, where the goal is to find the origin node of a rumor in a network among a given set of nodes with the rumor. In this paper, we focus on a network represented by a regular tree…

信息论 · 计算机科学 2019-01-23 Tetsunao Matsuta , Tomohiko Uyematsu

With the increasing use of online social networks as a source of news and information, the propensity for a rumor to disseminate widely and quickly poses a great concern, especially in disaster situations where users do not have enough time…

社会与信息网络 · 计算机科学 2020-02-27 Abiola Osho , Caden Waters , George Amariucai

We study gossip algorithms for the rumor spreading problem which asks each node to deliver a rumor to all nodes in an unknown network. Gossip algorithms allow nodes only to call one neighbor per round and have recently attracted attention…

数据结构与算法 · 计算机科学 2014-04-08 Bernhard Haeupler

Recent years have seen various rumor diffusion models being assumed in detection of rumor source research of the online social network. Diffusion model is arguably considered as a very important and challengeable factor for source detection…

社会与信息网络 · 计算机科学 2026-02-24 Rong Jin , Weili Wu

We consider the problem of detecting the source of a rumor which has spread in a network using only observations about which set of nodes are infected with the rumor and with no information as to \emph{when} these nodes became infected. In…

概率论 · 数学 2015-11-04 Devavrat Shah , Tauhid Zaman

We study gossip algorithms for the fundamental rumor spreading problem, where the goal is to disseminate a rumor from a given source node to all nodes in an arbitrary (and unknown) graph. Gossip algorithms allow each node to call only one…

分布式、并行与集群计算 · 计算机科学 2026-05-15 Fabien Dufoulon , William K. Moses , Gopal Pandurangan

We investigate the problem of locating the source of diffusion in complex networks without complete knowledge of nodes' states. Some currently known methods assume the information travels via a single, shortest path, which by assumption is…

物理与社会 · 物理学 2019-01-14 Łukasz Gajewski , Krzysztof Suchecki , Janusz Hołyst

A rumor spreading in a social network or a disease propagating in a community can be modeled as an infection spreading in a network. Finding the infection source is a challenging problem, which is made more difficult in many applications…

社会与信息网络 · 计算机科学 2014-04-08 Wuqiong Luo , Wee Peng Tay , Mei Leng

Rumor models consider that information transmission occurs with the same probability between each pair of nodes. However, this assumption is not observed in social networks, which contain influential spreaders. To overcome this limitation,…

物理与社会 · 物理学 2017-03-08 Didier A. Vega-Oliveros , Luciano da F. Costa , Francisco A. Rodrigues

The truth is significantly hampered by massive rumors that spread along with breaking news or popular topics. Since there is sufficient corpus gathered from the same domain for model training, existing rumor detection algorithms show…

计算与语言 · 计算机科学 2023-10-18 Hongzhan Lin , Jing Ma , Ruichao Yang , Zhiwei Yang , Mingfei Cheng

Social networks allow rapid spread of ideas and innovations while the negative information can also propagate widely. When the cascades with different opinions reaching the same user, the cascade arriving first is the most likely to be…

社会与信息网络 · 计算机科学 2017-11-10 Guangmo Tong , Weili Wu , Ling Guo , Deying Li , Cong Liu , Bin Liu , Ding-Zhu Du

We study the problem of estimating the origin of an epidemic outbreak -- given a contact network and a snapshot of epidemic spread at a certain time, determine the infection source. Finding the source is important in different contexts of…

物理与社会 · 物理学 2014-11-20 Andrey Y. Lokhov , Marc Mézard , Hiroki Ohta , Lenka Zdeborová

Social media platforms have become one of the main channels where people disseminate and acquire information, of which the reliability is severely threatened by rumors widespread in the network. Existing approaches such as suspending users…

社会与信息网络 · 计算机科学 2024-03-15 Hongyuan Su , Yu Zheng , Jingtao Ding , Depeng Jin , Yong Li

Suppose that a rumor originating from a single source among a set of suspects spreads in a network, how to root out this rumor source? With the a priori knowledge of suspect nodes and an observation of infected nodes, we construct a maximum…

社会与信息网络 · 计算机科学 2016-11-17 Wenxiang Dong , Wenyi Zhang , Chee Wei Tan

Locating the source that triggers a dynamical process is a fundamental but challenging problem in complex networks, ranging from epidemic spreading in society and on the Internet to cancer metastasis in the human body. An accurate…

物理与社会 · 物理学 2016-11-15 Zhesi Shen , Shinan Cao , Wen-Xu Wang , Zengru Di , H. Eugene Stanley
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