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相关论文: The Role of Peer Influence in Churn in Wireless Ne…

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It is widely believed that one's peers influence product adoption behaviors. This relationship has been linked to the number of signals a decision-maker receives in a social network. But it is unclear if these same principles hold when the…

社会与信息网络 · 计算机科学 2020-09-09 Soumajyoti Sarkar , Ashkan Aleali , Paulo Shakarian , Mika Armenta , Danielle Sanchez , Kiran Lakkaraju

Marketing literature states that it is more costly to engage a new customer than to retain an existing loyal customer. Churn prediction models are developed by academics and practitioners to effectively manage and control customer churn in…

神经与进化计算 · 计算机科学 2013-09-17 Anuj Sharma , Dr. Prabin Kumar Panigrahi

Addiction to internet-based social media has increasingly emerged as a critical social problem, especially among young adults and teenagers. Based on multiple research studies, excessive usage of social media may have detrimental…

物理与社会 · 物理学 2024-12-02 Dibyajyoti Mallick , Priya Chakraborty , Sayantari Ghosh

With the growing importance of corporate viral marketing campaigns on online social networks, the interest in studies of influence propagation through networks is higher than ever. In a viral marketing campaign, a firm initially targets a…

社会与信息网络 · 计算机科学 2013-10-10 Kumar Gaurav , Bartlomiej Blaszczyszyn , Holger Paul Keeler

Understanding adoption patterns of smartphones is of vital importance to telecommunication managers in today's highly dynamic mobile markets. In this paper, we leverage the network structure and specific position of each individual in the…

社会与信息网络 · 计算机科学 2016-01-28 Qiwei Han , Pedro Ferreira , João Paulo Costeira

The Linear Threshold Model is a widely used model that describes how information diffuses through a social network. According to this model, an individual adopts an idea or product after the proportion of their neighbors who have adopted it…

社会与信息网络 · 计算机科学 2022-01-28 Christopher Tran , Elena Zheleva

In this paper we present an analytical study of dynamic membership (aka churn) in structured peer-to-peer networks. We use a fluid model approach to describe steady-state or transient phenomena, and apply it to the Chord system. For any…

网络与互联网体系结构 · 计算机科学 2016-11-17 Supriya Krishnamurthy , Sameh El-Ansary , Erik Aurell , Seif Haridi

Network autocorrelation models are widely used to evaluate the impact of social influence on some variable of interest. This is a large class of models that parsimoniously accounts for how one's neighbors influence one's own behaviors or…

社会与信息网络 · 计算机科学 2020-05-21 Daniel K. Sewell

While there is ample evidence that social and communication networks play a key role during the spread of new ideas, products, or services, network effects are expected to have diminished influence in the stationary state, when all users…

物理与社会 · 物理学 2007-05-23 G. Szabo , A. -L. Barabasi

The importance of peer influence on consumer actions plays a vital role in marketing efforts. However, peer influence effects are often confounded with latent homophily, which are unobserved commonalities that drive friendship.…

社会与信息网络 · 计算机科学 2016-12-19 Daniel Rajchwald , Natasha Markuzon

Many online social networks thrive on automatic sharing of friends' activities to a user through activity feeds, which may influence the user's next actions. However, identifying such social influence is tricky because these activities are…

社会与信息网络 · 计算机科学 2016-04-06 Amit Sharma , Dan Cosley

Churn prediction, or the task of identifying customers who are likely to discontinue use of a service, is an important and lucrative concern of firms in many different industries. As these firms collect an increasing amount of large-scale,…

机器学习 · 计算机科学 2015-12-22 Muhammad R. Khan , Johua Manoj , Anikate Singh , Joshua Blumenstock

Understanding susceptibility to online influence is crucial for mitigating the spread of misinformation and protecting vulnerable audiences. This paper investigates susceptibility to influence within social networks, focusing on the…

社会与信息网络 · 计算机科学 2025-05-15 Luca Luceri , Jinyi Ye , Julie Jiang , Emilio Ferrara

We address the problem of using observational data to estimate peer contagion effects, the influence of treatments applied to individuals in a network on the outcomes of their neighbors. A main challenge to such estimation is that homophily…

社会与信息网络 · 计算机科学 2022-05-18 Irina Cristali , Victor Veitch

This paper analyzes the impact of peer effects on electricity consumption of a network of rational, utility-maximizing users. Users derive utility from consuming electricity as well as consuming less energy than their neighbors. However, a…

社会与信息网络 · 计算机科学 2017-03-21 Datong P. Zhou , Mardavij Roozbehani , Munther A. Dahleh , Claire J. Tomlin

User churn, characterized by customers ending their relationship with a business, has profound economic consequences across various Business-to-Customer scenarios. For numerous system-to-user actions, such as promotional discounts and…

机器学习 · 计算机科学 2023-09-27 Shamik Bhattacharjee , Utkarsh Thukral , Nilesh Patil

Causal inference in networks should account for interference, which occurs when a unit's outcome is influenced by treatments or outcomes of peers. Heterogeneous peer influence (HPI) occurs when a unit's outcome is influenced differently by…

社会与信息网络 · 计算机科学 2025-03-27 Shishir Adhikari , Elena Zheleva

This study employs a Bayesian Probit model to empirically analyze peer effects and herd behavior among consumers during the "Double 11" shopping festival, using data collected through a questionnaire survey. The results demonstrate that…

计量经济学 · 经济学 2024-12-03 Hambur Wang

Research on peer effects in sociology has been focused for long on social influence power to investigate the social foundations for social interactions. This paper extends Xu(2011)'s large--network--based game model by allowing for…

统计方法学 · 统计学 2018-03-20 Zhongjian Lin , Haiqing Xu

Researchers have focused on understanding how individual's behavior is influenced by the behaviors of their peers in observational studies of social networks. Identifying and estimating causal peer influence, however, is challenging due to…

应用统计 · 统计学 2024-06-18 Seungha Um , Tracy Sweet , Samrachana Adhikari
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