协同过滤 英语是什么意思 - 英语翻译

• collaborative filtering

在 中文 中使用 协同过滤 的示例及其翻译为 英语

协同过滤最重要的组成部分是用户-项目-兴趣。
The most critical components of collaborative filtering are users- items- interest.

协同过滤模型没有这些缺点。
A collaborative filtering system doesn't have these shortcomings.

协同过滤的潜在假设是，具有类似行为的人也偏好类似的项目（例如，电影）。
The assumption underlying collaborative filtering is that people who display similar behaviour have similar preferences for items(for example, movies).

例如，假设我们正在执行协同过滤，目标是根据其他用户的兴趣预测某位用户的兴趣。
For example, let's say we're performing collaborative filtering, where the goal is to predict a user's interests from the interests of other users.

协同过滤模型（与Last.fm使用的类似），通过分析你的行为和其他用户的行为来工作。
Collaborative Filtering models(i.e. the ones that Last. fm originally used), which work by analyzing your behavior and others' behavior.

协同过滤和基于内容的模型是两种流行的推荐引擎，在建立这样的算法中NLP扮演什么角色？
Collaborative Filtering and Content Based Models are the two popular recommendation engines, what role does NLP play in building such algorithms.

什么是：协同过滤、n-grams,mapreduce、余弦距离?
What are collaborative filtering, n-grams, Map Reduce, and cosine distance?

什么是：协同过滤、n-grams,mapreduce、余弦距离?
What is: collaborative filtering, n-grams, map reduce, cosine distance?

协同过滤可以用于检测人们使用的是何种模式，Levenshtein用来测量术语间的距离。
Collaborative filtering can be used to check what are the patterns used by people, Levenshtein is used to measure the distance among dictionary terms.

Morton：我们使用协同过滤和位置感知的无线网络并基于实时分析向购物者提供最相关的优惠券。
Morton: We use collaborative filtering and location-aware wireless networks to deliver the most relevant coupons to shoppers based on real-time analytics.

这是最早应用协同过滤系统的设计，主要是解决Xerox企业在PaloAlto的研究中心资讯过载的问题。
This is the first application of collaborative filtering system design, mainly to solve the Xerox company in Palo Alto research center information overload problem.

他还考察了信息检索，协同过滤，和VLSICAD电子设计自动化等领域的各种问题。
He has examined various problems in the areas of information retrieval, collaborative filtering, and electronic design automation for VLSI CAD.

摘要很多现有的协同过滤的方法既不能处理非常大的数据集，也不能容易地应对有非常少的评价的用户。
Many existing approaches to collaborative filtering can neither handle very large datasets nor easily deal with users who have very few ratings.

最后，协同过滤的计算往往相当昂贵（特别在当用户和项目的数量非常大的时候）。
Finally, collaborative filtering is often fairly expensive in terms of computation(particularly when the number of users and items is very large).

这是一个用于构建应用程序的框架，但也包括打包，以及面向协同过滤、分类、回归和聚类的端到端的应用程序。
It is a framework for building applications but also includes packaged, end-to-end applications for collaborative filtering, classification, regression, and clustering.

Mahout实现了三个主要的机器学习任务:协同过滤、聚类和分类。
Mahout implements three major machine learning tasks: collaborative filtering, clustering and categorization.

作为包含内存数据处理的框架，ApacheSparkMLlib具有算法数据库，其重点是聚类，协同过滤，分类和回归。
As a framework that contains in-memory data processing, Apache Spark MLlib features an algorithms database with a focus on clustering, collaborative filtering, classification and regression.

它是一个应用程序开发和附带某些应用程序用于协同过滤、分类、回归和集群用途的平台。
It is a platform for application development and ships in with certain applications as well for collaborative filtering, classification, regression and clustering purposes.

这个方法可以使我们在即使没有使用数据的情况下，也能够在协同过滤空间中预测歌曲表征。
This way, we could predict the representation of a song in the collaborative filtering space, even if no usage data was available.

协同过滤可能也会在假设情况下以一种狭隘的视角聚集一些阅读模式。
A collaborative filter might also, hypothetically, cluster reading patterns in narrow viewpoints.

这个想法直接引出协同过滤系统，所有典型的电子商务网站都有这些系统。
That notion led directly to the collaborative filtering systems that all self-respecting e-commerce sites have.

由于这种方法利用了用户行为，它是一个协同过滤技术的例子。
As this approach leverages the behavior of users, it is an example of a collaborative filtering technique.

少数人的智慧：基于专家意见的协同过滤.
The wisdom of the few: A collaborative filtering approach based on expert opinions from the web.

人们每天多次查看的个性化引导式新闻、信息和学习内容，都经历了协同过滤流程。
The personalized, curated news, information and learning feeds we consume several times a day have all been through a process of collaborative filtering.

LCA可以用在很多领域，如：协同过滤，[1]的行为，遗传学[2]和评估的诊断测试.[3].
LCA may be used in many fields, such as: collaborative filtering,[3] Behavior Genetics[4] and Evaluation of diagnostic tests.

在基于算法集成的推荐中，基本算法(例如协同过滤，基于内容的过滤和基于知识的推荐)用于确定针对单个用户的推荐。
In group recommendation, basic algorithms such as collaborative filtering, content-based filtering, and knowledge-based recommendation are used to determine recommendations for individual users.

毫无疑问,协同过滤带来价值。
There's no question that collaborative filtering brings value.

通过RBM实现协同过滤.
Collaborative Filtering with RBM.

基于模型的协同过滤.
(2) Model-based Collaborative Filtering.