Modeling the Diffusion of Evolving Rumours in Social Networks

对社交网络中不断演变的谣言传播进行建模

• 批准号: DE240101049
• 负责人: Dr Jiaojiao Jiang
• 金额: $ 29.97万
• 依托单位: The University of New South Wales
• 依托单位国家: 澳大利亚
• 项目类别: Discovery Early Career Researcher Award
• 财政年份: 2024
• 资助国家: 澳大利亚
• 起止时间: 2024-01-01 至 2026-12-31
• 项目状态: 未结题
• 来源: https://dataportal.arc.gov.au/RGS/Web/Grants/DE240101049
• 关键词: Modeling; Diffusion; Evolving; Rumours; Social

This project aims to model the complex evolution and diffusion process of evolving rumours in social media. This project expects to develop new theories and associated techniques from operational research (adaptive genetic algorithms), mathematics (network theory), and machine learning (generative adversarial networks) to tackle the challenges in this project. This project aims to develop (1) novel models for the evolution of a rumour, (2) novel models for the diffusion of an evolving rumour, and (3) techniques for detecting the diffusion sources of the original rumour and its mutations. This not only will constitute a major advancement in the theory and application of rumour study but also lead the decision-makers in debunking rumours.

该项目旨在模拟社交媒体中不断演变的谣言的复杂演变和传播过程。该项目预计将从运筹学（自适应遗传算法），数学（网络理论）和机器学习（生成对抗网络）中开发新的理论和相关技术，以应对该项目中的挑战。本研究课题的目的在于开发（1）谣言演变的新模型、（2）演变中的谣言的扩散的新模型、（3）原谣言及其变异的扩散源的检测技术。这不仅是谣言研究理论和应用的重大进步，也将引导决策者揭穿谣言。