论文标题
通过网络增长干预措施提高少数民族的可见性
Improving the visibility of minorities through network growth interventions
论文作者
论文摘要
通过干预措施提高少数民族在网络中的地位是高理论和社会重要性的挑战。在这项工作中,我们研究了不同的网络增长干预措施如何影响少数族裔节点随着时间的排名。我们区分两种干预措施:(i)群体规模干预措施,例如引入配额,以调节少数族裔和多数节点的比率; (ii)行为干预措施,例如同质性,即改变群体如何相互作用并相互联系。我们发现,如果某些行为变化同时表现出来,即使极端的群体大小干预措施也不会对少数民族的位置产生强大的影响。例如,如果网络中的参与者不采用同质行为,则高额配额不会增加排名中的少数群体代表。结果,我们的研究的一个关键发现是,为了使少数民族改善,需要协调群体规模和行为干预措施。此外,它们的潜在收益高度取决于社交网络中的干预前条件。在一个现实世界中的案例研究中,我们探讨了在学术界达到性别平等的干预措施的有效性。我们的工作为进一步的研究奠定了旨在探索干预措施在不断增长的网络中的有效性的理论和计算基础。
Improving the position of minorities in networks via interventions is a challenge of high theoretical and societal importance. In this work, we examine how different network growth interventions impact the position of minority nodes in degree rankings over time. We distinguish between two kinds of interventions: (i) group size interventions, such as introducing quotas, that regulate the ratio of incoming minority and majority nodes; and (ii) behavioural interventions, such as homophily, i.e. varying how groups interact and connect to each other. We find that even extreme group size interventions do not have a strong effect on the position of minorities in rankings if certain behavioural changes do not manifest at the same time. For example, minority representation in rankings is not increased by high quotas if the actors in the network do not adopt homophilic behaviour. As a result, a key finding of our research is that in order for the visibility of minorities to improve, group size and behavioural interventions need to be coordinated. Moreover, their potential benefit is highly dependent on pre-intervention conditions in social networks. In a real-world case study, we explore the effectiveness of interventions to reach gender parity in academia. Our work lays a theoretical and computational foundation for further studies aiming to explore the effectiveness of interventions in growing networks.