Generating unfair ratings to attack online rating systems II

Online rating systems provide users with information to make decisions. However, these systems may be influenced by malicious behaviours from buyers and sellers. Attack models are proposed to address various scenarios based on how dishonest buyers give unfair ratings to sellers. Trust model...

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Main Author: Shi, Qing
Other Authors: School of Computer Engineering
Format: Final Year Project
Language:English
Published: 2014
Subjects:
Online Access:http://hdl.handle.net/10356/60772
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-607722023-03-03T20:45:04Z Generating unfair ratings to attack online rating systems II Shi, Qing School of Computer Engineering Centre for Computational Intelligence Zhang Jie DRNTU::Engineering::Computer science and engineering Online rating systems provide users with information to make decisions. However, these systems may be influenced by malicious behaviours from buyers and sellers. Attack models are proposed to address various scenarios based on how dishonest buyers give unfair ratings to sellers. Trust models are proposed by researchers to analyze and filter these unfair ratings. In this project, A testbed is programmed to evaluate effectiveness of trust models against attack models with both simulated environment data and real date collected from online marketplace. Single criteria rating system and multi-criteria rating system are considered in this project. The experiment results provide a comprehensive comparison of the performance of trust models under different attacking scenarios. Bachelor of Engineering (Computer Science) 2014-05-30T04:36:21Z 2014-05-30T04:36:21Z 2014 2014 Final Year Project (FYP) http://hdl.handle.net/10356/60772 en Nanyang Technological University 47 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Computer science and engineering
spellingShingle DRNTU::Engineering::Computer science and engineering
Shi, Qing
Generating unfair ratings to attack online rating systems II
description Online rating systems provide users with information to make decisions. However, these systems may be influenced by malicious behaviours from buyers and sellers. Attack models are proposed to address various scenarios based on how dishonest buyers give unfair ratings to sellers. Trust models are proposed by researchers to analyze and filter these unfair ratings. In this project, A testbed is programmed to evaluate effectiveness of trust models against attack models with both simulated environment data and real date collected from online marketplace. Single criteria rating system and multi-criteria rating system are considered in this project. The experiment results provide a comprehensive comparison of the performance of trust models under different attacking scenarios.
author2 School of Computer Engineering
author_facet School of Computer Engineering
Shi, Qing
format Final Year Project
author Shi, Qing
author_sort Shi, Qing
title Generating unfair ratings to attack online rating systems II
title_short Generating unfair ratings to attack online rating systems II
title_full Generating unfair ratings to attack online rating systems II
title_fullStr Generating unfair ratings to attack online rating systems II
title_full_unstemmed Generating unfair ratings to attack online rating systems II
title_sort generating unfair ratings to attack online rating systems ii
publishDate 2014
url http://hdl.handle.net/10356/60772
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