Abstract
Trust and reputation are critical factors for successful cooperative relationships between broker agents and producers/consumers in “Smart Grids” electricity markets. In this paper, we present Smart Rate, a trust and reputation-based decision framework for Smart Grids, based on the available ratings provided by other customers. This model considers multiple trust factors associated with the broker and the preferences of customers for each of these factors. Our previous work has shown the importance of learning the behavior of the agent who is providing reports or rates in selecting trustworthy partners. Smart Rate uses direct interactions with brokers to learn the rating behavior of customers. We define a multi-attribute utility function for broker selection and show how learning customers’ rating behaviors helps to increase a decision maker’s utility, which leads to an increase in customer satisfaction. We evaluate this framework by simulating a market based on real-world data. Our results show that learning the characteristics of a rating population helps to interpret and personalize the rates, which results in better decision making and an increase in customer satisfaction.
Original language | English |
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Title of host publication | Agent-Mediated Electronic Commerce |
Subtitle of host publication | Designing Trading Strategies and Mechanisms for Electronic Markets - AMEC and TADA 2012, Revised Selected Papers |
Editors | Esther David, Valentin Robu, Sebastian Stein, Christopher Kiekintveld, Onn Shehory |
Pages | 61-74 |
Number of pages | 14 |
DOIs | |
Publication status | Published - 2013 |
Event | International Workshop on Agent-Mediated Electronic Commerce and Trading Agent Design and Analysis, AMEC/TADA 2012 - Valencia, Spain Duration: 4 Jun 2012 → 4 Jun 2012 |
Publication series
Series | Lecture Notes in Business Information Processing |
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Volume | 136 |
ISSN | 1865-1348 |
Conference
Conference | International Workshop on Agent-Mediated Electronic Commerce and Trading Agent Design and Analysis, AMEC/TADA 2012 |
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Country/Territory | Spain |
City | Valencia |
Period | 4/06/12 → 4/06/12 |
Bibliographical note
Publisher Copyright:© Springer-Verlag Berlin Heidelberg 2013.