Towards Decentralized Recommender Systems 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

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Cai-Nicolas Ziegler 作者

VDM Verlag Dr. Mueller e.K.

译者

2008.05 出版日期

160 页数

$76 价格

Paperback

丛书系列

9783639011494 图书编码

Towards Decentralized Recommender Systems 在线电子书图书标签: recommender RecommendationSystem 数据挖掘数学 systems

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Towards Decentralized Recommender Systems 在线电子书著者简介

作者曾是GroupLens(http://www.grouplens.org/)的研究成员，2005年博士毕业，论文题目就是"Towards Decentralized Recommender Systems"。从页数来看，这本书应该就是这篇论文，可以直接下载 http://www.informatik.uni-freiburg.de/~cziegler/papers/A4-Thesis.pdf

Towards Decentralized Recommender Systems 在线电子书图书目录

Towards Decentralized Recommender Systems 在线电子书 pdf 下载 txt下载 epub 下载 mobi 在线电子书下载

Towards Decentralized Recommender Systems 在线电子书图书描述

Automated recommender systems make product suggestions that are tailored to the individual needs of the user and represent powerful means to combat information glut. However, their practical applicability has been largely confined to scenarios where information relevant for recommendation making is kept in one single, authoritative node. Recently, novel distributed infrastructures are emerging, e.g., peer-to-peer networks and the Semantic Web, which could likewise benefit from recommender system services, leading to a paradigm shift towards decentralized recommender systems. In this book, we investigate the challenges that decentralized recommenders bring up and propose techniques to cope with those issues. The spectrum ranges from the use of product classification taxonomies, alleviating the sparsity problem, to trust propagation mechanisms designed to address the scalability issue. Empirical investigations on the correlation of interpersonal trust and interest similarity provide the component glue that melds these results. The book is geared towards academic readers and practitioners alike, with a focus on both implementable algorithms as well as new socio-psychological insights.

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