通过多层网络上社区的网络结构和讨论主题分析区块链在线社交网络中的用户迁移

Cheick Tidiane Ba, Manuel Dileo, Alessia Galdeman, Matteo Zignani, S. Gaito
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引用次数: 0

摘要

用户迁移,即大量用户从一个在线社交平台迁移到另一个平台,是现代在线社交网络中出现的主要现象之一,甚至涉及最新的在线社交网络替代范例,如区块链在线社交网络(BOSN)。在这些平台中,用户迁移主要是通过支持区块链的硬分叉发生的,即原始区块链的分裂和替代区块链的创建,用户可以决定迁移到替代区块链。然而,我们对用户迁移及其机制的了解仍然有限,特别是在迁移和分叉事件中,连接密集的用户群(社区)所起的作用。留下来的用户和决定离开的用户在网络结构和讨论主题方面是否存在差异?在这项工作中,我们通过基于网络的分析,以识别多层网络上的社区和文本挖掘为中心,证明了以下几点 a) 一个群体在社会和经济互动网络中的 "位置 "与该群体迁移的可能性有关,即边缘群体更有可能离开; b) 一个群体在社会和经济互动网络中的 "位置 "与该群体迁移的可能性有关,即边缘群体更有可能离开。边缘群体更有可能离开;b) 群体网络结构也很重要,因为在联系紧密的群体中,通过货币交易进行互动的用户更有可能留下;c) 离开的用户具有不同的讨论主题;d) 通过货币交易进行互动的用户群体如果要离开,会对与迁移相关的内容表现出兴趣。总之,在网络社交媒体的大背景下,这促使我们需要通过一种基于群体和特定子图的网络启发式方法来研究用户迁移,同时利用用户生成的内容。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analyzing user migration in blockchain online social networks through network structure and discussion topics of communities on multilayer networks
User migration, i.e. the movement of large sets of users from one online social platform to another one, is one of the main phenomena occurring in modern online social networks and even involves the most recent alternative paradigms of online social networks, such as blockchain online social networks (BOSNs). In these platforms, user migration mainly occurs through hard forks of the supporting blockchain, i.e. a split of the original blockchain and the creation of an alternative blockchain, to which users may decide to migrate. However, our understanding of user migration and its mechanisms is still limited, particularly regarding the role of densely connected user groups (communities) during migration and fork events. Are there differences between users who stay and those who decide to leave, in terms of network structure and discussion topics? In this work, we show, through network-based analysis centered on the identification of communities on multilayer networks and text mining that a) the “position” of a group within the network of social and economic interactions is connected to the likelihood of a group to migrate, i.e. marginal groups are more likely to leave; b) group network structure is also important, as users in densely connected groups interacting through monetary transactions are more likely to stay; c) users who leave are characterized by different discussion topics; and d) user groups interacting through monetary transactions show interest in migration-related content if they are going to leave. These findings highlight the importance of social and economic relationships between users during a user migration caused by fork events In general, in the larger context of online social media, it motivates the need to investigate user migration through a network-inspired approach based on groups and specific subgraphs while leveraging user-generated content, at the same time.
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