Parallel and Distributed Collaborative Filtering: A Survey

Karydi Efthalia; Margaritis Konstantinos

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Parallel and Distributed Collaborative Filtering: A Survey

机译：并行和分布式协同过滤：一项调查

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摘要

Collaborative filtering is among the most preferred techniques when implementing recommender systems. Recently, great interest has turned toward parallel and distributed implementations of collaborative filtering algorithms. This work is a survey of parallel and distributed collaborative filtering implementations, aiming to not only provide a comprehensive presentation of the field's development but also offer future research directions by highlighting the issues that need to be developed further.

机译：在实施推荐系统时，协作过滤是最优选的技术之一。最近，人们对协作过滤算法的并行和分布式实现产生了极大的兴趣。这项工作是对并行和分布式协作过滤实现的调查，旨在不仅提供对该领域发展的全面介绍，而且还通过强调需要进一步开发的问题来提供未来的研究方向。

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来源
《ACM Computing Surveys》 |2017年第2期|593-634|共42页
作者
Karydi Efthalia; Margaritis Konstantinos;
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作者单位

Univ Macedonia Dept Appl Informat Parallel & Distributed Proc Lab 156 Egnatia St GR-54636 Thessaloniki Greece;

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收录信息美国《科学引文索引》(SCI);美国《工程索引》(EI);
原文格式 PDF
正文语种 eng
中图分类
关键词
Algorithms; Documentation; Collaborative filtering; recommender systems;

机译：算法;文件;协同过滤推荐系统;

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1. Distributed representations based collaborative filtering with reviews [J] . Zheng Xinghua, He Wen, Li Lei Applied Intelligence: The International Journal of Artificial Intelligence, Neural Networks, and Complex Problem-Solving Technologies . 2019,第7期

机译：基于与评论的基于协作过滤的分布式表示
2. An Improved Hybrid Distributed Collaborative Filtering Model for Recommender Engine using Apache Spark [J] . Rakesh K. Lenka, Rabindra K. Barik, Sasmita Panigrahi, International Journal of Intelligent Systems and Applications . 2018,第7期

机译：使用Apache Spark的改进的推荐引擎混合分布式协同过滤模型
3. Privacy-preserving distributed collaborative filtering [J] . Boutet Antoine, Frey Davide, Guerraoui Rachid, Computing . 2016,第8期

机译：隐私保护的分布式协作过滤
4. Algorithmic Acceleration of Parallel ALS for Collaborative Filtering: Speeding up Distributed Big Data Recommendation in Spark [C] . Manda Winlaw, Michael B. Hynes, Anthony Caterini, IEEE International Conference on Parallel and Distributed Systems . 2015

机译：用于协作过滤的并行ALS的算法加速：加速Spark中的分布式大数据推荐
5. Learning Distributed Representations for Statistical Language Modelling and Collaborative Filtering. [D] . Mnih, Andriy. 2010

机译：学习用于统计语言建模和协同过滤的分布式表示形式。
6. Distributed Mode-Dependent Event-Triggered Passive Filtering for Flexible Manipulator with Semi-Markov Parameters [O] . Yidao Ji, Suiwu Zheng 2021

机译：具有半Markov参数的灵活机械手的分布式模式依赖事件触发的被动筛选
7. Parallel and Distributed Collaborative Filtering: A Survey [O] . Karydi, Efthalia, Margaritis, Konstantinos G. 2014

机译：并行和分布式协同过滤：一项调查

Parallel and Distributed Collaborative Filtering: A Survey

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