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Smart web miner - extending web browser with mining framework based on user behavior web-of-thing patterns for web personalization

机译:SMART Web矿工 - 使用基于用户行为的挖掘框架扩展Web浏览器和Web的Web个性化模式

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As Web is proliferating so is the user behavior and the browsing pattern changing rapidly making it difficult & challenging task to make prediction's based on the occurrence patterns from the analysis of the device Web logs, in a way ensuring that the patterns are not obsolete. Through this paper we address this problem by proposing a novel way of enabling Web engines with device intelligent FW which can extract the contextual user's behavior patterns in real time through device soft sensors, WoT Sensors and browsing/Web-apps usage logs. These data are mined on device to generate prediction rules & also identify Interesting Web zones & frequent reoccurring patterns, discovering very long sequential patterns .This approach is further enriched with a mechanism to intelligently inform/alert users about a regular co-occurrence event(s), contextually controlling the WoT devices and application recommendations. We also propose a novel way to sync the different context data by different users (friends/family) making more collaborative contextual applications possible. This approach not only helps in diluting the impact of obsolescence of the frequent occurring patterns but also provide an enriched set of rules by which many innovative use cases for Web engine platform can be envisioned.
机译:随着Web的增殖也是用户行为和浏览模式改变了快速变化,使其基于从设备网日志的分析的方式基于从设备网络日志的分析来进行预测的困难和具有挑战性的任务,以确保模式不陈旧。通过本文,通过提出通过设备智能FW启用Web引擎的新方法来解决这个问题,这可以通过设备软传感器,WOT传感器和浏览/ Web应用程序使用日志实时提取上下文用户的行为模式。这些数据在设备上挖掘以生成预测规则,并确定有趣的网络区域和频繁的重复模式,发现非常长的顺序模式。这一方法进一步丰富了一种智能地通知/提醒用户关于常规共同发生的机制(s ),上下文控制WOT设备和应用程序建议。我们还提出了一种新颖的方式来通过不同的用户(朋友/家庭)同步不同的上下文数据,使得更具协作的上下文应用成为可能。这种方法不仅有助于稀释频繁发生模式的过时的影响,还提供了一种丰富的规则,可以设想许多用于Web引擎平台的创新用例。

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