一个新的以用户为中心的幸福模式,用于个性化的旅游建议
1Department of Computer Science, College of Computer Engineering and Sciences, Prince Sattam Bin Abdulaziz University, Al-kharj, Saudi Arabia.
PeerJ. Computer science
|June 26, 2025
概括
新的幸福模型 (HM) 通过优化行程以实现最大的旅行者满意度来增强个性化的旅行. 这种以时间为中心的方法减少了等待时间,并增加了推的兴趣点 (POI),以获得更好的体验.
科学领域:
- 计算机科学 计算机科学
- 人工智能的人工智能
- 运营研究 运营研究
背景情况:
- 传统的旅游推模式往往以景点为中心,导致行程不理想.
- 现有的方法很难有效地平衡各种旅行者的偏好和时间限制.
- 为了在整个旅程中最大限度地提高旅客的满意度,需要采取更具活力和时间意识的方法.
研究的目的:
- 介绍一个新的个性化旅游推模型,幸福模型 (HM).
- 为了优化旅行行程,最大限度地提高旅行者的满意度作为时间的函数.
- 通过采用以时间为中心的视角来解决现有的以POI为中心的模型的局限性.
主要方法:
- 开发了幸福模型 (HM),一个以时间为中心的旅游推系统.
- 集成了项目约束数据模型 (ICDM) 来管理数据维度和搜索空间.
- 优化行程,考虑到旅客的满意度,活动限制,并尽量减少浪费时间.
主要成果:
- 该模型的平均满意度为0.85,超过了TOPTW模型 (0.72).
- 与现有方法相比,减少了30%的等待时间,并增加了20%的推POI.
- 在生成与用户偏好一致的个性化旅游建议方面表现出有效性.
结论:
- 幸福模型 (HM) 为个性化旅游建议提供了一种优越的方法.
- 以时间为中心的方法大大提高了旅行效率和用户满意度.
- 通过在旅行时间内最大限度地提高满意度,HM提供了更愉快,更优化的旅行体验.
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