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This paper explores strategic network formation under incomplete information using data from a single large network. We allow the utility function to be nonseparable in an individual's link choices to capture the spillover effects from…

计量经济学 · 经济学 2025-06-03 Geert Ridder , Shuyang Sheng

Network Creation Games are an important framework for understanding the formation of real-world networks. These games usually assume a set of indistinguishable agents strategically buying edges at a uniform price leading to a network among…

计算机科学与博弈论 · 计算机科学 2022-05-02 Martin Bullinger , Pascal Lenzner , Anna Melnichenko

Strategic interactions between a group of individuals or organisations can be modelled as games played on networks, where a player's payoff depends not only on their actions but also on those of their neighbours. Inferring the network…

机器学习 · 计算机科学 2022-08-19 Emanuele Rossi , Federico Monti , Yan Leng , Michael M. Bronstein , Xiaowen Dong

We establish a network formation game for the Internet's Autonomous System (AS) interconnection topology. The game includes different types of players, accounting for the heterogeneity of ASs in the Internet. In this network formation game,…

计算机科学与博弈论 · 计算机科学 2016-05-24 Eli A. Meirom , Shie Mannor , Ariel Orda

This paper analyzes a semiparametric model of network formation in the presence of unobserved agent-specific heterogeneity. The objective is to identify and estimate the preference parameters associated with homophily on observed attributes…

计量经济学 · 经济学 2020-09-01 Luis E. Candelaria

We study network games in which players choose both the partners with whom they associate and an action level (e.g., effort) that creates spillovers for those partners. We introduce a framework and two solution concepts, extending standard…

理论经济学 · 经济学 2024-02-07 Evan Sadler , Benjamin Golub

We consider the link prediction problem in a partially observed network, where the objective is to make predictions in the unobserved portion of the network. Many existing methods reduce link prediction to binary classification problem.…

机器学习 · 统计学 2016-02-23 Bopeng Li , Sougata Chaudhuri , Ambuj Tewari

We examine settings in which agents choose behaviors and care about their neighbors' behaviors, but have incomplete information about the network in which they are embedded. We develop a model in which agents use local knowledge of their…

理论经济学 · 经济学 2024-12-04 Promit K. Chaudhuri , Matthew O. Jackson , Sudipta Sarangi , Hector Tzavellas

We prove a central limit theorem for network formation models with strategic interactions and homophilous agents. Since data often consists of observations on a single large network, we consider an asymptotic framework in which the network…

计量经济学 · 经济学 2026-03-11 Michael P. Leung , Hyungsik Roger Moon

This paper studies two important signal processing aspects of equilibrium behavior in non-cooperative games arising in social networks, namely, reinforcement learning and detection of equilibrium play. The first part of the paper presents a…

计算机科学与博弈论 · 计算机科学 2015-01-07 Omid Namvar Gharehshiran , William Hoiles , Vikram Krishnamurthy

This paper studies identification and estimation in semiparametric logit models when social networks are endogenous. In many applications, unobserved individual traits shape both the outcome of interest and the formation of social ties, so…

计量经济学 · 经济学 2026-03-13 Brice Romuald Gueyap Kounga

I establish primitive conditions for unconfoundedness in a coherent model that features heterogeneous treatment effects, spillovers, selection-on-observables, and network formation. I identify average partial effects under minimal…

计量经济学 · 经济学 2022-09-30 Alejandro Sanchez-Becerra

We propose a novel network formation game that explains the emergence of various hierarchical structures in groups where self-interested or utility-maximizing individuals decide to establish or severe relationships of authority or…

计算机科学与博弈论 · 计算机科学 2021-09-15 Pedro Cisneros-Velarde , Francesco Bullo

In principle, the rules of links formation of a network model can be considered as a kind of link prediction algorithm. By revisiting the preferential attachment mechanism for generating a scale-free network, here we propose a class of…

物理与社会 · 物理学 2012-11-09 Ke Hu , Ju Xiang , Wanchun Yang , Xiaoke Xu , Yi Tang

Relational inference leverages relationships between entities and links in a network to infer information about the network from a small sample. This method is often used when global information about the network is not available or…

社会与信息网络 · 计算机科学 2018-03-08 Lisette Espín-Noboa , Claudia Wagner , Fariba Karimi , Kristina Lerman

A common assumption in the social learning literature is that agents exchange information in an unselfish manner. In this work, we consider the scenario where a subset of agents aims at deceiving the network, meaning they aim at driving the…

系统与控制 · 电气工程与系统科学 2021-03-30 Konstantinos Ntemos , Virginia Bordignon , Stefan Vlaski , Ali H. Sayed

Many societies are organized in networks that are formed by people who meet and interact over time. In this paper, we present a first model to capture the micro-foundations of social networks evolution, where boundedly rational agents of…

社会与信息网络 · 计算机科学 2015-08-17 Ahmed M. Alaa , Kartik Ahuja , Mihaela van der Schaar

I study dynamic network formation games in which agents meet stochastically and form links based on their valuation of the network. I show that these games can be represented in terms of the values agents assign to network sub-structures.…

理论经济学 · 经济学 2025-11-19 Jose M. Betancourt

Many link formation mechanisms for the evolution of social networks have been successful to reproduce various empirical findings in social networks. However, they have largely ignored the fact that individuals make decisions on whether to…

物理与社会 · 物理学 2016-08-05 Hang-Hyun Jo , Eunyoung Moon

Professional networks -- the social networks among people in a given line of work -- can serve as a conduit for job prospects and other opportunities. Here we propose a model for the formation of such networks and the transfer of…

计算机科学与博弈论 · 计算机科学 2024-06-28 Cynthia Dwork , Chris Hays , Jon Kleinberg , Manish Raghavan
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