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A computational mod...
A computational model for trust-based collaborative filtering : an empirical study of hotel recommendations
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- Song, William Wei, 1960- (author)
- Högskolan Dalarna,Informatik,Information Systems
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Wu, Qinzhu (author)
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- Forsman, Anders (author)
- Högskolan Dalarna,Informatik
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show more...
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- Yu, Zukun (author)
- Zhejiang University,e-Service Research Center
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show less...
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(creator_code:org_t)
- 2013
- 2013
- English.
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In: Web Information Systems Engineering - WISE 2013. - 9783642543708 - 9783642543692 ; , s. 266-279
- Related links:
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https://urn.kb.se/re...
Abstract
Subject headings
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- The inherent weakness of the data on user ratings collected from the web, such as sparsity and cold-start, has limited the data analysis capability and prediction accuracy. To alleviate this problem, trust is incorporated in the CF approaches with encouraging experimental results. In this paper, we propose a computational model for trust-based CF with a method to generate and propagate trust in a social network. We apply this method to measure trusts on users’ ratings of hotels and show its feasibility by comparing the testing results with the traditional CF methods, e.g. Mean Absolute Error.
Subject headings
- NATURVETENSKAP -- Data- och informationsvetenskap -- Systemvetenskap, informationssystem och informatik (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Information Systems (hsv//eng)
Keyword
- CF
- Trust
- General Microdata Analysis - methods
- Allmänt Mikrodataaanalys - metod
Publication and Content Type
- ref (subject category)
- kon (subject category)
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