随着互联网和信息技术的快速发展,电子商务、网上服务与交易等网络业务越来越普及,大量的信息聚集起来,形成海量信息。用户想要从海量信息中快速准确地寻找到自己感兴趣的信息已经变得越来越困难,在电子商务领域这点显得更加突出。因此,信息过载的问题已经成为互联网技术中的一个重要难题。为了解决这个问题,搜索引擎诞生了,例如 Google、百度等。搜索引擎在一定程度上缓解了信息过载问题,用户通过输入关键词,搜索引擎就会返回给用户与输入的关键词相关的信息。但是搜索引擎无法解决用户的很多其他需求,例如用户想找到准确描述自己需求的关键词时,搜索引擎就无能为力了。[br][br] 与搜索引擎不同,推荐系统并不需要用户提供明确的需求,而是通过分析用户的历史行为,从而主动向用户推荐能够满足他们兴趣和需求的信息。因此,对于用户而言,推荐系统和搜索引擎是两个互补的工具。搜索引擎满足有明确目标用户的需求,而推荐系统能够帮助用户发现其感兴趣的内容。因此,在电子商务领域中推荐技术可以起到以下作用:① 帮助用户发现其感兴趣的物品,节省用户时间、提升用户体验;② 提高用户对电子商务网站的忠诚度,如果推荐系统能够准确地发现用户的兴趣点,并将合适的资源推荐给用户,用户就会对该电子商务网站产生依赖,从而建立稳定的企业忠实顾客群。[br][br] 本例主要的研究对象是北京某在线教育,它是一家电子商务类网站,致力于为用户提供丰富的职业教育培训服务,并为学习者提供卓有成效的互联网整合营销解决方案。随着其网站访问量增大,数据信息量也在大幅增长。用户在面对大量信息时无法及时从中获得自己需要的信息,对信息的使用效率越来越低。这种浏览大量无关信息的过程,使用户需要花费大量的时间才能找到自己需要的信息,从而使得用户不断流失,给企业造成巨大的损失。为了能够更好地满足用户需求,依据其网站海量的数据,研究用户的兴趣偏好,分析用户的需求和行为,发现用户的兴趣点,从而引导用户发现自己的信息需求,将长尾网页准确地推荐给所需用户,帮助用户发现他们感兴趣但很难发现的网页信息。为用户提供个性化的服务,并且建立网站与用户之间的密切关系,让用户对推荐系统产生依赖,从而建立稳定的企业忠实顾客群,实现客户链式反应增值,提高消费者的满意度。通过提高服务效率帮助消费者节约交易成本等,制定有针对性的营销战略方针,促进企业长期稳定高速发展。[br][br] 目前网站上已经存在部分推荐,当访问具体的知识页面时,可以在页面的右边以及下面发现一些热点推荐和基于内容的关键字推荐。[br][br] 当用户访问网站页面时,系统会记录用户访问网站的日志,其访问的数据记录如表 4-1-1所示。其中记录了用户 IP(已做数据脱敏处理)、用户访问的时间、访问内容等多项属性记录,并针对其中的各个属性进行说明。[br] 表 4-1-1 访问记录属性表[br][img]data:image/png;base64,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[/img][br][br] 依据所提供的原始数据,试着分析如下目标。[br][br] (1)按地域研究用户访问时间、访问内容和访问次数等分析主题,深入了解用户对访问网站的行为和目的及关心的内容。[br][br] (2)借助大量的用户访问记录,发现用户的访问行为习惯,对不同需求的用户进行相关的服务页面的推荐。[br][br][br]