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使用机器学习技术的用户日志处理

User logs processing using machine learning techniques
课程网址: http://videolectures.net/mmdss07_artieres_ulpum/  
主讲教师: Thierry Artières
开课单位: 巴黎第六大学
开课时间: 2007-11-26
课程语种: 英语
中文简介:
用户建模逐渐成为许多应用程序和服务的重要和通用组件。解释这种现象的主要原因是任务日益复杂,用户种类繁多。信息系统、超媒体、网站和应用软件变得越来越复杂,因此难以有效使用。此外,通过互联网向用户提供的在线信息量巨大,而且每天都在增加,因此恢复信息变得越来越困难。最后,随着互联网的巨大发展,越来越多的在线商业网站和服务被推荐给互联网用户。在这些情况下,用户建模的目的和兴趣在于帮助用户有效地使用所提供的系统,并通过根据其意愿和需求过滤信息来检索所需的信息。此外,虽然许多软件、超媒体、网站和服务可能被各种用户使用,但这些系统传统上是以“一刀切”的方式开发的。因此,它们通常不适合大多数用户,具有不同的知识、偏好和需求。在此上下文中,用户建模允许对这样的系统、它们的内容或表示进行个性化,以便适合个人。
课程简介: User modeling is progressively becoming an important and generic component of many applications and services. The mains reasons that explain this phenomenon are the tasks increasing complexity and the wide variety of users. \\ nformation systems, hypermedia, websites, and application software are becoming more and more complex, hence difficult to use efficiently. Also, the amount of on-line information available to a user through Internet is huge and is still increasing everyday so that recovering information is becoming harder and harder. Finally, together with the huge development of Internet, more and more on-line commercial websites and services are proposed to Internet users. The aim and interest of user modeling consists in these situations in helping the user to efficiently use the systems he is offered and to retrieve the information he is looking for by filtering the information according to his will and needs. Furthermore, while many software, hypermedia, websites and services are potentially used by a variety of users, these systems have been traditionally developed in a “one size fits all” manner. Consequently, they are often not adapted to most of the users, with various knowledge, preferences, and needs. In this context user modeling allows personalizing such systems, their content or presentation, in order to fit the individual.
关 键 词: 计算机科学; Web挖掘; 建模
课程来源: 视频讲座网
最后编审: 2020-05-29:吴雨秋(课程编辑志愿者)
阅读次数: 45