Seniority as a Metric in Reputation Systems for E-Commerce

In order to succeed, it is imperative that all e-commerce systems include an effective and reliable trust and reputation modeling system. This is particularly true of decentralized e-commerce systems in which autonomous software engage in commercial transactions. Many researchers have sought to over...

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Main Author: Cormier, Catherine
Language:en
Published: 2011
Subjects:
Online Access:http://hdl.handle.net/10393/20105
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spelling ndltd-LACETR-oai-collectionscanada.gc.ca-OOU-OLD.-201052013-04-05T03:20:43ZSeniority as a Metric in Reputation Systems for E-CommerceCormier, Catherinee-commercetrustreputationreputation modelsoftware agentsmulti-agent systemIn order to succeed, it is imperative that all e-commerce systems include an effective and reliable trust and reputation modeling system. This is particularly true of decentralized e-commerce systems in which autonomous software engage in commercial transactions. Many researchers have sought to overcome the complexities of modeling a subjective, human concept like trust, resulting in several trust and reputation models. While these models each present a unique offering and solution to the problem, several issues persist. Most of the models require direct experience in the e-commerce system in order to make effective trust decisions. This leaves new agents and agents who only casually use the e-commerce system vulnerable. Additionally, the reputation ratings of agents who are relatively new to the system are often indistinguishable from scores for poorly performing agents. Finally, more tactics to defend against agents who exploit the characteristics of the open, distributed system for their own malicious needs are required. To address these issues, a new metric is devised and presented: seniority. Based on agent age and activity level within the e-commerce system, seniority provides a means of judging the credibility of other agents with little or no prior experience in the system. As the results of experimental analysis reveals, employing a reputation model that uses seniority provides considerable value to agents who are new agents, casual buyer agents and all other purchasing agents in the e-commerce system. This new metric therefore offers a significant contribution toward the development of enhanced and new trust and reputation models for deployment in real-world distributed e-commerce environments.2011-07-19T18:56:42Z2011-07-19T18:56:42Z20112011-07-19Thèse / Thesishttp://hdl.handle.net/10393/20105en
collection NDLTD
language en
sources NDLTD
topic e-commerce
trust
reputation
reputation model
software agents
multi-agent system
spellingShingle e-commerce
trust
reputation
reputation model
software agents
multi-agent system
Cormier, Catherine
Seniority as a Metric in Reputation Systems for E-Commerce
description In order to succeed, it is imperative that all e-commerce systems include an effective and reliable trust and reputation modeling system. This is particularly true of decentralized e-commerce systems in which autonomous software engage in commercial transactions. Many researchers have sought to overcome the complexities of modeling a subjective, human concept like trust, resulting in several trust and reputation models. While these models each present a unique offering and solution to the problem, several issues persist. Most of the models require direct experience in the e-commerce system in order to make effective trust decisions. This leaves new agents and agents who only casually use the e-commerce system vulnerable. Additionally, the reputation ratings of agents who are relatively new to the system are often indistinguishable from scores for poorly performing agents. Finally, more tactics to defend against agents who exploit the characteristics of the open, distributed system for their own malicious needs are required. To address these issues, a new metric is devised and presented: seniority. Based on agent age and activity level within the e-commerce system, seniority provides a means of judging the credibility of other agents with little or no prior experience in the system. As the results of experimental analysis reveals, employing a reputation model that uses seniority provides considerable value to agents who are new agents, casual buyer agents and all other purchasing agents in the e-commerce system. This new metric therefore offers a significant contribution toward the development of enhanced and new trust and reputation models for deployment in real-world distributed e-commerce environments.
author Cormier, Catherine
author_facet Cormier, Catherine
author_sort Cormier, Catherine
title Seniority as a Metric in Reputation Systems for E-Commerce
title_short Seniority as a Metric in Reputation Systems for E-Commerce
title_full Seniority as a Metric in Reputation Systems for E-Commerce
title_fullStr Seniority as a Metric in Reputation Systems for E-Commerce
title_full_unstemmed Seniority as a Metric in Reputation Systems for E-Commerce
title_sort seniority as a metric in reputation systems for e-commerce
publishDate 2011
url http://hdl.handle.net/10393/20105
work_keys_str_mv AT cormiercatherine seniorityasametricinreputationsystemsforecommerce
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