Chokesatean, Parasak and Weiss, Martin BH
(2012)
Credibility-Based Binary Feedback Model for Grid Resource Planning.
Working Paper.
UNSPECIFIED.
(Unpublished)
Abstract
In commercial grids, Grid Service Providers (GSPs) can improve their profitability by maintaining the lowest possible amount of resources to meet client demand. Their goal is to maximize profits by optimizing resource planning. In order to achieve this goal, they require an estimate of the demand for their service, but collecting demand data is costly and difficult. In this paper we develop an approach to building a proxy for demand, which we call a value profile. To construct a value profile, we use binary feedback from a collection of heterogeneous clients. We show that this can be used as a proxy for a demand function that represents a client’s willingness-to-pay for grid resources. As with all binary feedback systems, clients may require incentives to provide feedback and deterrents to selfish behavior, such as misrepresenting their true preferences to obtain superior services at lower costs. We use credibility mechanisms to detect untruthful feedback and penalize insincere or biased clients. Finally, we use game theory to study how cooperation can emerge in this community of clients and GSPs.
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| Item Type: |
Monograph
(Working Paper)
|
| Status: |
Unpublished |
| Creators/Authors: |
|
| Monograph Type: |
Working Paper |
| Date: |
1 November 2012 |
| Date Type: |
Publication |
| Access Restriction: |
No restriction; Release the ETD for access worldwide immediately. |
| Institution: |
University of Pittsburgh |
| Schools and Programs: |
School of Information Sciences > Telecommunications |
| Refereed: |
No |
| University of Pittsburgh Series: |
iSchool Research Report Series |
| Date Deposited: |
16 Nov 2012 16:04 |
| Last Modified: |
31 Jul 2020 19:03 |
| URI: |
http://d-scholarship.pitt.edu/id/eprint/16309 |
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