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单词 Collaborative filtering
释义

Collaborative filtering

原声例句
TED演讲(视频版)双语精选

So it's a form of collaborative filtering from what you're saying, that the theory behind it is that these humans are weird people. We don't really know what they're interested in.

所以你所说的是一种协同过滤,背后的理论是这些人是奇怪的人。我们真的不知道他们对什么感兴趣。

问答进行中

This process of grouping similar users, combining their preferences, and making predictions is called collaborative filtering, but that just sorts you into a group of people you may be shown to.

这种对相似用户进行分组、结合他们的偏好并做出预测的过程称为协同过滤,但这只是将您分类到可能向您展示的一组人中。

中文百科

协同过滤

协同过滤英语:Collaborative Filtering),简单来说是利用某兴趣相投、拥有共同经验之群体的喜好来推荐用户感兴趣的信息,个人透过合作的机制给予信息相当程度的回应(如评分)并记录下来以达到过滤的目的进而帮助别人筛选信息,回应不一定局限于特别感兴趣的,特别不感兴趣信息的纪录也相当重要。协同过滤又可分为评比(rating)或者群体过滤(social filtering)。其后成为电子商务当中很重要的一环,即根据某顾客以往的购买行为以及从具有相似购买行为的顾客群的购买行为去推荐这个顾客其「可能喜欢的品项」,也就是借由社区的喜好提供个人化的信息、商品等的推荐服务。除了推荐之外,近年来也发展出数**算让系统自动计算喜好的强弱进而去芜存菁使得过滤的内容更有依据,也许不是百分之百完全准确,但由于加入了强弱的评比让这个概念的应用更为广泛,除了电子商务之外尚有信息检索领域、网络个人影音柜、个人书架等的应用等。

英语百科

Collaborative filtering 协同过滤



This image shows an example of predicting of the user's rating using collaborative filtering. At first, people rate different items (like videos, images, games). After that, the system is making predictions about user's rating for an item, which the user hasn't rated yet. These predictions are built upon the existing ratings of other users, who have similar ratings with the active user. For instance, in our case the system has made a prediction, that the active user won't like the video.

Collaborative filtering (CF) is a technique used by some recommender systems. Collaborative filtering has two senses, a narrow one and a more general one. In general, collaborative filtering is the process of filtering for information or patterns using techniques involving collaboration among multiple agents, viewpoints, data sources, etc. Applications of collaborative filtering typically involve very large data sets. Collaborative filtering methods have been applied to many different kinds of data including: sensing and monitoring data, such as in mineral exploration, environmental sensing over large areas or multiple sensors; financial data, such as financial service institutions that integrate many financial sources; or in electronic commerce and web applications where the focus is on user data, etc. The remainder of this discussion focuses on collaborative filtering for user data, although some of the methods and approaches may apply to the other major applications as well.

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更新时间:2025/6/21 16:15:45