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This paper studies a strategic model of marketing and product diffusion in social networks. We consider two firms offering substitutable products which can improve their market share by seeding the key individuals in the market. Consumers…

社会与信息网络 · 计算机科学 2019-12-19 Milad Siami , Amir Ajorlou , Ali Jadbabaie

The Independent Cascade Model (ICM) is a widely studied model that aims to capture the dynamics of the information diffusion in social networks and in general complex networks. In this model, we can distinguish between active nodes which…

数据结构与算法 · 计算机科学 2017-06-21 Gianlorenzo D'Angelo , Lorenzo Severini , Yllka Velaj

The spread of new ideas, behaviors or technologies has been extensively studied using epidemic models. Here we consider a model of diffusion where the individuals' behavior is the result of a strategic choice. We study a simple coordination…

概率论 · 数学 2015-03-17 Marc Lelarge

Viral marketing takes advantage of preexisting social networks among customers to achieve large changes in behaviour. Models of influence spread have been studied in a number of domains, including the effect of "word of mouth" in the…

计算机科学与博弈论 · 计算机科学 2008-09-08 Hamed Amini , Moez Draief , Marc Lelarge

In this paper, we study a strategic model of marketing and product consumption in social networks. We consider two firms in a market competing to maximize the consumption of their products. Firms have a limited budget which can be either…

计算机科学与博弈论 · 计算机科学 2015-03-05 Arastoo Fazeli , Amir Ajorlou , Ali Jadbabaie

In this paper, we consider a network of consumers who are under the combined influence of their neighbors and external influencing entities (the marketers). The consumers' opinion follows a hybrid dynamics whose opinion jumps are due to the…

In this paper we propose a class of propagation models for multiple competing products over a social network. We consider two propagation mechanisms: social conversion and self conversion, corresponding, respectively, to endogenous and…

社会与信息网络 · 计算机科学 2016-10-03 Wenjun Mei , Francesco Bullo

One major function of social networks (e.g., massive online social networks) is the dissemination of information such as scientific knowledge, news, and rumors. Information can be propagated by the users of the network via natural…

计算机科学与博弈论 · 计算机科学 2010-06-30 Dmitry Zinoviev , Vy Duong , Honggang Zhang

We present a network influence game that models players strategically seeding the opinions of nodes embedded in a social network. A social learning dynamic, whereby nodes repeatedly update their opinions to resemble those of their…

计算机科学与博弈论 · 计算机科学 2016-09-23 Samuel D. Johnson , Jemin George , Raissa M. D'Souza

Motivated by applications to word-of-mouth advertising, we consider a game-theoretic scenario in which competing advertisers want to target initial adopters in a social network. Each advertiser wishes to maximize the resulting cascade of…

计算机科学与博弈论 · 计算机科学 2014-03-26 Allan Borodin , Mark Braverman , Brendan Lucier , Joel Oren

Today, many companies take advantage of viral marketing to promote their new products, and since there are several competing companies in many markets, Competitive Influence Maximization has attracted much attention. Two categories of…

社会与信息网络 · 计算机科学 2019-12-30 Amirhossein Ansari , Masoud Dadgar , Ali Hamzeh , Jörg Schlötterer , Michael Granitzer

Social marketing is becoming increasingly important in contemporary business. Central to social marketing is quantifying how consumers choose between alternatives and how they influence each other. This work considers a new but simple…

社会与信息网络 · 计算机科学 2014-05-05 Jeremy Chen

One of the main objectives of data mining is to help companies determine to which potential customers to market and how many resources to allocate to these potential customers. Most previous works on competitive influence in social networks…

社会与信息网络 · 计算机科学 2014-02-24 Antonia Maria Masucci , Alonso Silva

Influence maximization, the fundamental of viral marketing, aims to find top-$K$ seed nodes maximizing influence spread under certain spreading models. In this paper, we study influence maximization from a game perspective. We propose a…

人工智能 · 计算机科学 2020-06-04 Yu Zhang , Yan Zhang

Spreading processes play an increasingly important role in modeling for diffusion networks, information propagation, marketing and opinion setting. We address the problem of learning of a spreading model such that the predictions generated…

社会与信息网络 · 计算机科学 2021-07-27 Mateusz Wilinski , Andrey Y. Lokhov

The spreading of news, memes and other pieces of information occurring via online social platforms has a strong and growing impact on our modern societies, with enormous consequences, that may be beneficial but also catastrophic. In this…

物理与社会 · 物理学 2018-08-01 Daniele Notarmuzi , Claudio Castellano

The rapid development of social networks has a wide range of social effects, which facilitates the study of social issues. Accurately forecasting the information propagation process within social networks is crucial for promptly…

社会与信息网络 · 计算机科学 2024-03-12 Xinyu Li , Yutong Guo , Jixuan He , Jiacheng Zhao , Chenwei Wang

Numerus works that study the spread of information in social networks include a spreading mechanism in which a set of nodes is initially infected (i.e. seeded), followed by a viral process, which spontaneously spread the message through the…

社会与信息网络 · 计算机科学 2017-04-07 Alon Sela , Dmitri Goldenberg , Irad Ben-Gal , Erez Shmueli

Given the popularity of the viral marketing campaign in online social networks, finding an effective method to identify a set of most influential nodes so to compete well with other viral marketing competitors is of upmost importance. We…

社会与信息网络 · 计算机科学 2014-11-03 Yishi Lin , John C. S. Lui

One major function of social networks (e.g., massive online social networks) is the dissemination of information, such as scientific knowledge, news, and rumors. Information can be propagated by the users of the network via natural…

社会与信息网络 · 计算机科学 2011-06-28 Dmitry Zinoviev , Vy Duong
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