实时网页浏览助手

S. T. Zuhori, James Miller
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引用次数: 0

摘要

根据用户与网站的交互了解用户需求变得越来越重要。为此,本文讨论了一种新型的实时导航支持系统。本系统基于当前用户提交给web服务器的请求,构建了一个个性化的浏览助手。该过程涉及使用离散时间马尔可夫链(DTMCs)推理过程开发行为模型。然后用它来监视用户活动,然后建议“下一步去哪里”。最后,使用马尔可夫决策过程(MDP)实时更新模型。为了评估系统,我们提供了一个用户研究,案例研究,并在两个数据集上进行实验,以验证我们提出的系统的有效性。
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REAL-TIME BROWSING ASSISTANT ON WEB
Understanding user requirements based on their interactions with a website is becoming increasingly important. Hence, in this paper, a novel real-time navigation-support system is discussed. This system builds a personalized browsing assistant based on the current user request submitted to a web server. The process involves developing a behavior model using a Discrete Time Markov Chain (DTMCs) inference process. This is then used to monitor user activities, and thereafter suggest “where to go next”. Finally, it updates the model in real time using a Markovian Decision Process (MDP). To evaluate the system, we provide a user study, case studies and conduct experiments on two datasets to verify the effectiveness of our proposed system.
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