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The personalization of our news consumption on social media has a tendency to reinforce our pre-existing beliefs instead of balancing our opinions. This finding is a concern for the health of our democracies which rely on an access to…

社会与信息网络 · 计算机科学 2019-06-04 Ruben Becker , Federico Corò , Gianlorenzo D'Angelo , Hugo Gilbert

In the influence maximization (IM) problem, we are given a social network and a budget $k$, and we look for a set of $k$ nodes in the network, called seeds, that maximize the expected number of nodes that are reached by an influence cascade…

社会与信息网络 · 计算机科学 2021-05-11 Gianlorenzo D'Angelo , Debashmita Poddar , Cosimo Vinci

Given a hypergraph, influence maximization (IM) is to discover a seed set containing $k$ vertices that have the maximal influence. Although the existing vertex-based IM algorithms perform better than the hyperedge-based algorithms by…

社会与信息网络 · 计算机科学 2024-06-05 Lingling Zhang , Hong Jiang , Ye Yuan , Guoren Wang

The emergence and wide-spread use of online social networks has led to a dramatic increase on the availability of social activity data. Importantly, this data can be exploited to investigate, at a microscopic level, some of the problems…

社会与信息网络 · 计算机科学 2015-06-12 Isabel Valera , Manuel Gomez-Rodriguez

Link recommendation systems in online social networks (OSNs), such as Facebook's ``People You May Know'', Twitter's ``Who to Follow'', and Instagram's ``Suggested Accounts'', facilitate the formation of new connections among users. This…

社会与信息网络 · 计算机科学 2024-03-01 Xiaolong Chen , Yifan Song , Jing Tang

One key problem in network analysis is the so-called influence maximization problem, which consists in finding a set $S$ of at most $k$ seed users, in a social network, maximizing the spread of information from $S$. This paper studies a…

计算机科学与博弈论 · 计算机科学 2020-03-19 Ruben Becker , Gianlorenzo D'Angelo , Hugo Gilbert

We consider the problem of allocating multiple indivisible items to a set of networked agents to maximize the social welfare subject to network externalities. Here, the social welfare is given by the sum of agents' utilities and…

计算机科学与博弈论 · 计算机科学 2023-08-29 S. Rasoul Etesami

We consider the fractional influence maximization problem, i.e., identifying users on a social network to be incentivized with potentially partial discounts to maximize the influence on the network. The larger the discount given to a user,…

社会与信息网络 · 计算机科学 2024-07-09 Akhil Bhimaraju , Eliot W. Robson , Lav R. Varshney , Abhishek K. Umrawal

This survey presents the main results achieved for the influence maximization problem in social networks. This problem is well studied in the literature and, thanks to its recent applications, some of which currently deployed on the field,…

社会与信息网络 · 计算机科学 2018-06-21 Giuseppe De Nittis , Nicola Gatti

The study of influence maximization in social networks has largely ignored disparate effects these algorithms might have on the individuals contained in the social network. Individuals may place a high value on receiving information, e.g.…

社会与信息网络 · 计算机科学 2019-03-07 Benjamin Fish , Ashkan Bashardoust , danah boyd , Sorelle A. Friedler , Carlos Scheidegger , Suresh Venkatasubramanian

In this paper, we address the important issue of uncertainty in the edge influence probability estimates for the well studied influence maximization problem --- the task of finding $k$ seed nodes in a social network to maximize the…

社会与信息网络 · 计算机科学 2016-06-14 Wei Chen , Tian Lin , Zihan Tan , Mingfei Zhao , Xuren Zhou

Online influence maximization aims to maximize the influence spread of a content in a social network with unknown network model by selecting a few seed nodes. Recent studies followed a non-adaptive setting, where the seed nodes are selected…

机器学习 · 计算机科学 2022-07-01 Kaixuan Huang , Yu Wu , Xuezhou Zhang , Shenyinying Tu , Qingyun Wu , Mengdi Wang , Huazheng Wang

A topic propagating in a social network reaches its tipping point if the number of users discussing it in the network exceeds a critical threshold such that a wide cascade on the topic is likely to occur. In this paper, we consider the task…

社会与信息网络 · 计算机科学 2014-06-19 Peng Zhang , Wei Chen , Xiaoming Sun , Yajun Wang , Jialin Zhang

The influence maximization is the problem of finding a set of social network users, called influencers, that can trigger a large cascade of propagation. Influencers are very beneficial to make a marketing campaign goes viral through social…

社会与信息网络 · 计算机科学 2017-08-29 Siwar Jendoubi , Arnaud Martin

In the Submodular Welfare Maximization (SWM) problem, the input consists of a set of $n$ items, each of which must be allocated to one of $m$ agents. Each agent $\ell$ has a valuation function $v_\ell$, where $v_\ell(S)$ denotes the welfare…

数据结构与算法 · 计算机科学 2017-12-18 Nitish Korula , Vahab Mirrokni , Morteza Zadimoghaddam

We consider the problem of \emph{influence maximization}, the problem of maximizing the number of people that become aware of a product by finding the `best' set of `seed' users to expose the product to. Most prior work on this topic…

社会与信息网络 · 计算机科学 2016-04-28 Sharan Vaswani , Laks. V. S. Lakshmanan , Mark Schmidt

Continuous influence maximization (CIM) generalizes the original influence maximization by incorporating general marketing strategies: a marketing strategy mix is a vector $\boldsymbol x = (x_1,\dots,x_d)$ such that for each node $v$ in a…

最优化与控制 · 数学 2019-11-22 Wei Chen , Weizhong Zhang , Haoyu Zhao

Influence maximization is the problem of finding a subset of the most influential individuals in a network. The impact of social networks on the dissemination of information and the development of viral marketing has made this problem as…

社会与信息网络 · 计算机科学 2020-12-08 Maryam Adineh , Mostafa Nouri-Baygi

We study the problem of revenue maximization in the marketing model for social networks introduced by (Hartline, Mirrokni, Sundararajan, WWW '08). We restrict our attention to the Uniform Additive Model and mostly focus on…

数据结构与算法 · 计算机科学 2011-10-11 Dimitris Fotakis , Paris Siminelakis

Campaigners, advertisers and activists are increasingly turning to social recommendation mechanisms, provided by social media, for promoting their products, services, brands and even ideas. However, many times, such social network based…

社会与信息网络 · 计算机科学 2016-06-17 Bhushan Kotnis , Albert Sunny , Joy Kuri