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Influence maximization in social networks plays a vital role in applications such as viral marketing, epidemiology, product recommendation, opinion mining, and counter-terrorism. A common approach identifies seed nodes by first detecting…

社会与信息网络 · 计算机科学 2025-12-04 Motaz Ben Hassine

Influence diffusion has been central to the study of propagation of information in social networks, where influence is typically modeled as a binary property of entities: influenced or not influenced. We introduce the notion of attitude,…

社会与信息网络 · 计算机科学 2020-10-27 Xiaoyun Fu , Madhavan Rajagopal Padmanabhan , Raj Gaurav Kumar , Samik Basu , Shawn Dorius , Pavan Aduri

The idea of social advertising (or social promotion) is to select a group of influential individuals (a.k.a \emph{seeds}) to help promote some products or ideas through an online social networks. There are two major players in the social…

数据结构与算法 · 计算机科学 2021-10-01 Shaojie Tang , Jing Yuan

The effective use of limited resources for controlling spreading processes on networks is of prime significance in diverse contexts, ranging from the identification of "influential spreaders" for maximizing information dissemination and…

社会与信息网络 · 计算机科学 2022-06-01 Andrey Y. Lokhov , David Saad

Influence maximization is the task of finding the smallest set of nodes whose activation in a social network can trigger an activation cascade that reaches the targeted network coverage, where threshold rules determine the outcome of…

人工智能 · 计算机科学 2021-04-16 Manqing Ma , Gyorgy Korniss , Boleslaw K. Szymanski

The Influence Maximization (IM) problem seeks to discover the set of nodes in a graph that can spread the information propagation at most. This problem is known to be NP-hard, and it is usually studied by maximizing the influence (spread)…

神经与进化计算 · 计算机科学 2024-03-29 Elia Cunegatti , Leonardo Lucio Custode , Giovanni Iacca

In competitive resource allocation, a central coordinator may seek to gain an advantage not by directly controlling subordinate agents, but by strategically manipulating the information they receive. We study this problem within the…

计算机科学与博弈论 · 计算机科学 2026-05-11 Gilberto Diaz-Garcia , Keith Paarporn , Jason R. Marden

We consider stochastic influence maximization problems arising in social networks. In contrast to existing studies that involve greedy approximation algorithms with a 63% performance guarantee, our work focuses on solving the problem…

社会与信息网络 · 计算机科学 2020-06-02 Hao-Hsiang Wu , Simge Kucukyavuz

Influence maximization is the problem of finding a set of users in a social network, such that by targeting this set, one maximizes the expected spread of influence in the network. Most of the literature on this topic has focused…

数据库 · 计算机科学 2011-10-03 Amit Goyal , Francesco Bonchi , Laks V. S. Lakshmanan

As a widely observable social effect, influence diffusion refers to a process where innovations, trends, awareness, etc. spread across the network via the social impact among individuals. Motivated by such social effect, the concept of…

社会与信息网络 · 计算机科学 2020-12-24 Liang Ma

Demand response has been a promising solution for accommodating renewable energy in power systems. In this study, we consider a demand response scheme within a distribution network facing an energy supply deficit. The utility company…

系统与控制 · 电气工程与系统科学 2024-04-02 Xiupeng Chen , Jacquelien M. A. Scherpen , Nima Monshizadeh

We study the budget allocation problem in online marketing campaigns that utilize previously collected offline data. We first discuss the long-term effect of optimizing marketing budget allocation decisions in the offline setting. To…

机器学习 · 计算机科学 2023-09-07 Tianchi Cai , Jiyan Jiang , Wenpeng Zhang , Shiji Zhou , Xierui Song , Li Yu , Lihong Gu , Xiaodong Zeng , Jinjie Gu , Guannan Zhang

We study a competitive online optimization problem with multiple inventories. In the problem, an online decision maker seeks to optimize the allocation of multiple capacity-limited inventories over a slotted horizon, while the allocation…

性能 · 计算机科学 2022-02-08 Qiulin Lin , Yanfang Mo , Junyan Su , Minghua Chen

In this paper we analyze influence maximization in the voter model with an active strategic and a passive influencing party in non-stationary settings. We thus explore the dependence of optimal influence allocation on the time horizons of…

物理与社会 · 物理学 2018-10-08 Markus Brede , Valerio Restocchi , Sebastian Stein

In competitive resource allocation formulations multiple agents compete over different contests by committing their limited resources in them. For these settings, contest games offer a game-theoretic foundation to analyze how players can…

计算机科学与博弈论 · 计算机科学 2024-08-05 Gilberto Diaz-Garcia , Francesco Bullo , Jason R. Marden

Social media has brought a revolution on how people are consuming news. Beyond the undoubtedly large number of advantages brought by social-media platforms, a point of criticism has been the creation of echo chambers and filter bubbles,…

社会与信息网络 · 计算机科学 2018-01-08 Kiran Garimella , Aristides Gionis , Nikos Parotsidis , Nikolaj Tatti

Humans have developed considerable machinery used at scale to create policies and to distribute incentives, yet we are forever seeking ways in which to improve upon these, our institutions. Especially when funding is limited, it is…

多智能体系统 · 计算机科学 2023-01-18 Theodor Cimpeanu , Francisco C Santos , The Anh Han

In this paper we introduce a capacity allocation game which models the problem of maximizing network utility from the perspective of distributed noncooperative agents. Motivated by the idea of self-managed networks, in the developed…

计算机科学与博弈论 · 计算机科学 2013-07-23 Dariusz Gcasior , Maciej Drwal

We model information dissemination as a susceptible-infected epidemic process and formulate a problem to jointly optimize seeds for the epidemic and time varying resource allocation over the period of a fixed duration campaign running on a…

社会与信息网络 · 计算机科学 2017-06-29 Kundan Kandhway , Joy Kuri

A Stackelberg duopoly model in which two firms compete to maximize their market share is considered. The firms offer a service/product to customers that are spread over several geographical regions (e.g., countries, provinces, or states).…

计算机科学与博弈论 · 计算机科学 2023-07-06 Olivier Lindamulage De Silva , Vineeth Satheeskumar Varma , Ming Cao , Irinel-Constantin Morarescu , Samson Lasaulce