The Definition of Novelty in Recommendation System

With the development of information technology and application of the Internet, People gradually entered the time of information overload from information scarcity. User satisfaction with recommender systems is related not only to how accurately the system recommends but also to how much it suppor...

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Main Author: Liang Zhang
Format: Article
Language:English
Published: Eastern Macedonia and Thrace Institute of Technology 2013-01-01
Series:Journal of Engineering Science and Technology Review
Subjects:
Online Access:http://www.jestr.org/downloads/Volume6Issue3/fulltext25632013.pdf
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spelling doaj-3c69cd1b1efd49989aa9ff2d7c5146042020-11-25T01:18:36ZengEastern Macedonia and Thrace Institute of TechnologyJournal of Engineering Science and Technology Review1791-23771791-23772013-01-0163141145The Definition of Novelty in Recommendation SystemLiang Zhang0School of management Xiamen university Xiamen China / Guizhou normal university Guiyang, ChinaWith the development of information technology and application of the Internet, People gradually entered the time of information overload from information scarcity. User satisfaction with recommender systems is related not only to how accurately the system recommends but also to how much it supports the user’s decision making. Novelty is one of the important metrics of customer satisfaction. There is an increasing realization in the Recommender Systems (RS) field that novelty is fundamental qualities of recommendation effectiveness and added-value. This paper combed research results about definition and algorithm of novel recommendation, and starting from the meaning of "novel", defined novelty of item in recommendation system. Experiment proved using the definition of novelty to recommend can effectively recognize the item that the user is familiar with and ensure certain accuracy.http://www.jestr.org/downloads/Volume6Issue3/fulltext25632013.pdfNovelty; Novel Recommendation; Definition; Algorithm
collection DOAJ
language English
format Article
sources DOAJ
author Liang Zhang
spellingShingle Liang Zhang
The Definition of Novelty in Recommendation System
Journal of Engineering Science and Technology Review
Novelty; Novel Recommendation; Definition; Algorithm
author_facet Liang Zhang
author_sort Liang Zhang
title The Definition of Novelty in Recommendation System
title_short The Definition of Novelty in Recommendation System
title_full The Definition of Novelty in Recommendation System
title_fullStr The Definition of Novelty in Recommendation System
title_full_unstemmed The Definition of Novelty in Recommendation System
title_sort definition of novelty in recommendation system
publisher Eastern Macedonia and Thrace Institute of Technology
series Journal of Engineering Science and Technology Review
issn 1791-2377
1791-2377
publishDate 2013-01-01
description With the development of information technology and application of the Internet, People gradually entered the time of information overload from information scarcity. User satisfaction with recommender systems is related not only to how accurately the system recommends but also to how much it supports the user’s decision making. Novelty is one of the important metrics of customer satisfaction. There is an increasing realization in the Recommender Systems (RS) field that novelty is fundamental qualities of recommendation effectiveness and added-value. This paper combed research results about definition and algorithm of novel recommendation, and starting from the meaning of "novel", defined novelty of item in recommendation system. Experiment proved using the definition of novelty to recommend can effectively recognize the item that the user is familiar with and ensure certain accuracy.
topic Novelty; Novel Recommendation; Definition; Algorithm
url http://www.jestr.org/downloads/Volume6Issue3/fulltext25632013.pdf
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