Network Effect

Network effects describe how the value or utility of a system or product increases with the number of users or participants. Current research focuses on understanding and leveraging these effects in diverse contexts, including social networks (analyzing causal impacts and mitigating misinformation), cyber-physical systems (modeling network latency's influence on control systems), and machine learning (optimizing federated learning participation and incentivizing collaboration). This research is significant because it provides tools for analyzing complex interactions within networks, leading to improved model design, more effective interventions, and a deeper understanding of system behavior across various domains.

Papers

November 2, 2024

Network Causal Effect Estimation In Graphical Models Of Contagion And Latent Confounding
Yufeng Wu, Rohit Bhattacharya
Causal Effect Estimation Graphical Model Intermediate Latent Effect Estimation Truncated Contagion Map Network Effect

March 17, 2024

Graph Machine Learning based Doubly Robust Estimator for Network Causal Effects
Seyedeh Baharan Khatami, Harsh Parikh, Haowei Chen, Sudeepa Roy, Babak Salimi
Social Medium Causal Effect Graph Machine Learning Doubly Robust Peer Effect Network Effect

January 28, 2024

Harnessing Network Effect for Fake News Mitigation: Selecting Debunkers via Self-Imitation Learning
Xiaofei Xu, Ke Deng, Michael Dann, Xiuzhen Zhang
Generative Adversarial Imitation Learning Network Effect

September 26, 2023

On The Effects of The Variations In Network Characteristics In Cyber Physical Systems
Géza Szabó, Sándor Rácz, József Pető, Rafael Roque Aschoff
Mixed Effect Low Latency Cyber Physical System Robot Simulation Cyber Physical Category Wise Variation Latency Optimization Network Characteristic Network Effect

February 16, 2023

Federated Learning as a Network Effects Game
Shengyuan Hu, Dung Daniel Ngo, Shuran Zheng, Virginia Smith, Zhiwei Steven Wu
Learning Algorithm Institutional Incentive Network Effect

January 9, 2023

A Rolling Horizon Game Considering Network Effect in Cluster Forming for Dynamic Resilient Multiagent Systems
Yurid Nugraha, Ahmet Cetinkaya, Tomohisa Hayakawa, Hideaki Ishii, Quanyan Zhu
Cluster Structure Optimal Strategy Network Resilience Bipartite Consensus Network Effect

December 31, 2022

NetEffect: Discovery and Exploitation of Generalized Network Effects
Meng-Chieh Lee, Shubhranshu Shekhar, Jaemin Yoo, Christos Faloutsos
Node Classification Scientific Discovery Real World Graph Real World eXploitation Effect Prediction Network Effect

Network Effect

Papers

Network Causal Effect Estimation In Graphical Models Of Contagion And Latent Confounding

Graph Machine Learning based Doubly Robust Estimator for Network Causal Effects

Harnessing Network Effect for Fake News Mitigation: Selecting Debunkers via Self-Imitation Learning

On The Effects of The Variations In Network Characteristics In Cyber Physical Systems

Federated Learning as a Network Effects Game

A Rolling Horizon Game Considering Network Effect in Cluster Forming for Dynamic Resilient Multiagent Systems

NetEffect: Discovery and Exploitation of Generalized Network Effects