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A SIMULATION OF DISAGREEMENT FOR CONTROL OF RATIONAL CHEATING IN PEER REVIEW.
- Source :
- Advances in Complex Systems; Oct2013, Vol. 16 Issue 7, p-1, 24p
- Publication Year :
- 2013
-
Abstract
- Understanding the peer review process could help research and shed light on the mechanisms that underlie crowdsourcing. In this paper, we present an agent-based model of peer review built on three entities - the paper, the scientist and the conference. The system is implemented on a BDI platform (Jason) that allows to define a rich model of scoring, evaluating and selecting papers for conferences. Then, we propose a programme committee update mechanism based on disagreement control that is able to remove reviewers applying a strategy aimed to prevent papers better than their own to be accepted ("rational cheating"). We analyze a homogeneous scenario, where all conferences aim to the same level of quality, and a heterogeneous scenario, in which conferences request different qualities, showing how this affects the update mechanism proposed. We also present a first step toward an empirical validation of our model that compares the amount of disagreements found in real conferences with that obtained in our simulations. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 02195259
- Volume :
- 16
- Issue :
- 7
- Database :
- Complementary Index
- Journal :
- Advances in Complex Systems
- Publication Type :
- Academic Journal
- Accession number :
- 94885497
- Full Text :
- https://doi.org/10.1142/S0219525913500045