论文标题
现代支付平台中的用户价值:图形方法
User Value in Modern Payment Platforms: A Graph Approach
论文作者
论文摘要
近年来,付款平台已大大发展,以与在线和无现金付款的泛滥相伴。这些平台越来越与在线社交网络保持一致,使用户可以相互互动并以点对点方式转移少量资金。这对分析付款数据提出了新的挑战,因为传统方法仅以用户为中心或以业务为中心,并且在交互期间忽略了网络用户构建的。本文提出了一种用于衡量现代支付平台用户价值的第一种方法。我们将定量的以用户为中心的指标与对用户活动创建的图表及其拓扑功能的分析相结合,灵感来自社交网络中观点的演变。我们使用来自大型运营支付平台的数据集展示了我们的方法,并展示了如何通过针对特定用户来支持业务决策和营销活动设计。
Payment platforms have significantly evolved in recent years to keep pace with the proliferation of online and cashless payments. These platforms are increasingly aligned with online social networks, allowing users to interact with each other and transfer small amounts of money in a Peer-to-Peer fashion. This poses new challenges for analysing payment data, as traditional methods are only user-centric or business-centric and neglect the network users build during the interaction. This paper proposes a first methodology for measuring user value in modern payment platforms. We combine quantitative user-centric metrics with an analysis of the graph created by users' activities and its topological features inspired by the evolution of opinions in social networks. We showcase our approach using a dataset from a large operational payment platform and show how it can support business decisions and marketing campaign design, e.g., by targeting specific users.