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A simulation of disagreement for control of rational cheating in peer review

Articolo
Data di Pubblicazione:
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. © 2013 World Scientific Publishing Company.
Tipologia CRIS:
01.01 Articolo in rivista
Keywords:
agent-based simulation; Artificial social systems; peer review; trust reliability and reputation
Elenco autori:
Paolucci, Mario
Autori di Ateneo:
PAOLUCCI MARIO
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/251060
Pubblicato in:
ADVANCES IN COMPLEX SYSTEM
Journal
ADVANCES IN COMPLEX SYSTEMS
Series
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http://www.scopus.com/record/display.url?eid=2-s2.0-84879650706&origin=inward
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