基于事件逻辑图的在线书用户购买行为研究
1College of Publishing, University of Shanghai for Science and Technology, Shanghai, China.
PloS one
|February 17, 2026
概括
本研究使用事件逻辑图 (ELG) 分析了在线购买书籍的行为,以了解消费者心理和需求. 调查结果揭示了一条购买逻辑链,以指导电子商务精密营销.
科学领域:
- 消费者行为分析分析.
- 计算社会科学 计算社会科学
- 电子商务分析分析
背景情况:
- 用户评论对于了解消费者心理和需求偏好至关重要.
- 在线书籍消费为分析用户购买行为提供了一个复杂的场景.
- 现有的研究需要加强电子商务情报的分析框架.
研究的目的:
- 使用事件逻辑图 (ELG) 来构建在线书用户购买行为的分析框架.
- 分析在线书籍消费中用户行为事件中的逻辑链和模式.
- 为电子商务的智能运营和出版业的精密营销提供实际支持.
主要方法:
- 使用Dangdang.com的书评作为数据来源.
- 雇佣Top2Vec无监督的主题集群来提取用户购买行为主题.
- 使用Gephi构建了一个事件逻辑图 (ELG),将主题视为节点,语义关系视为边缘.
主要成果:
- 在线购买书籍的行为遵循一个因果链:动机触发 →决策实施 →反代.
- 动机层包括认知和情感需求;决策层涉及美学,信任和价格.
- 反层建立了一个闭环机制,用于质量监督和情感连续性.
结论:
- 该ELG框架揭示了潜在的需求偏好和在线购买书籍背后的逻辑.
- 电子商务平台应该定需求情景,并建立精确运营系统.
- 战略应关注内容生态系统,产品形式,营销覆盖范围和服务质量,以实现协同增长.
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