Seed Selection Strategies for Information Diffusion in Social Networks: An Agent-Based Model Applied to Rural Zambia

Beatrice Nöldeke, E. Winter, U. Grote
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引用次数: 4

Abstract

The successful adoptionof innovationsdependson theprovisionof adequate information to farmers. In rural areas of developing countries, farmers usually rely on their social networks as an information source. Hence, policy-makers and program-implementers can benefit from social di usion processes to e ectively disseminate information. This study aims to identify the set of farmers who initially obtain information (‘seeds’) that optimises di usion through the network. It systematically evaluates di erent criteria for seed selection, number of seeds, and their interaction e ects. An empirical Agent-Based Model adjusted to a case study in rural Zambia was applied to predict di usion outcomes for varying seed sets ex ante. Simulations revealed that informing farmers with the most connections leads to highest di usion speed and reach. Also targeting village heads and farmers with high betweenness centrality, who function as bridges connecting di erent parts of the network, enhances di usion. An increased number of seeds improves reach, but the marginal e ects of additional seeds decline. Interdependencies between seed set size and selection criteria highlight the importance of considering both seed selection criteria and seed set size for optimising seeding strategies to enhance information di usion.
社会网络中信息扩散的种子选择策略:一种基于agent的赞比亚农村模型
创新的成功采用取决于向农民提供足够的信息。在发展中国家的农村地区,农民通常依靠他们的社会网络作为信息来源。因此,政策制定者和方案执行者可以从有效传播信息的社会传播过程中受益。这项研究旨在确定最初获得信息(“种子”)的农民群体,这些信息(“种子”)通过网络优化了传播。它系统地评价了种子选择、种子数量及其相互作用的不同标准。一个基于主体的实证模型调整到赞比亚农村的一个案例研究中,应用于预测不同种子集的事前扩散结果。模拟结果显示,向农民提供最多的联系可以带来最高的传播速度和覆盖范围。此外,针对具有高中间性的村长和农民,他们作为连接网络不同部分的桥梁,可以增强分散。种子数量的增加可以提高产量,但增加种子的边际效应会下降。种子集大小和选择标准之间的相互依赖关系突出了同时考虑种子选择标准和种子集大小对优化播种策略以增强信息传播的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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