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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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 |
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e-commerce trust reputation reputation model software agents multi-agent system |
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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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1716579390445322240 |