TY - CHAP
T1 - Supporting the design of general automated negotiators
AU - Lin, Raz
AU - Kraus, Sarit
AU - Tykhonov, Dmytro
AU - Hindriks, Koen
AU - Jonker, Catholijn M.
PY - 2010/11/3
Y1 - 2010/11/3
N2 - The design of automated negotiators has been the focus of abundant research in recent years. However, due to difficulties involved in creating generalized agents that can negotiate in several domains and against human counterparts, many automated negotiators are domain specific and their behavior cannot be generalized for other domains. Some of these difficulties arise from the differences inherent within the domains, the need to understand and learn negotiators' diverse preferences concerning issues of the domain and the different strategies negotiators can undertake. In this paper we present a system that enables alleviation of the difficulties in the design process of general automated negotiators termed Genius, a General Environment for Negotiation with Intelligent multi-purpose Usage Simulation. With the constant introduction of new domains, e-commerce and other applications, which require automated negotiations, generic automated negotiators encompass many benefits and advantages over agents that are designed for a specific domain. Based on experiments conducted with automated agents designed by human subjects using Genius we provide both quantitative and qualitative results to illustrate its efficacy. Our results show the advantages and underlying benefits of using Genius for designing general automated negotiators.
AB - The design of automated negotiators has been the focus of abundant research in recent years. However, due to difficulties involved in creating generalized agents that can negotiate in several domains and against human counterparts, many automated negotiators are domain specific and their behavior cannot be generalized for other domains. Some of these difficulties arise from the differences inherent within the domains, the need to understand and learn negotiators' diverse preferences concerning issues of the domain and the different strategies negotiators can undertake. In this paper we present a system that enables alleviation of the difficulties in the design process of general automated negotiators termed Genius, a General Environment for Negotiation with Intelligent multi-purpose Usage Simulation. With the constant introduction of new domains, e-commerce and other applications, which require automated negotiations, generic automated negotiators encompass many benefits and advantages over agents that are designed for a specific domain. Based on experiments conducted with automated agents designed by human subjects using Genius we provide both quantitative and qualitative results to illustrate its efficacy. Our results show the advantages and underlying benefits of using Genius for designing general automated negotiators.
UR - http://www.scopus.com/inward/record.url?scp=78049261602&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=78049261602&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-15612-0_4
DO - 10.1007/978-3-642-15612-0_4
M3 - Chapter
AN - SCOPUS:78049261602
SN - 9783642156113
T3 - Studies in Computational Intelligence
SP - 69
EP - 87
BT - Innovations in Agent-Based Complex Automated Negotiations
A2 - Ito, Takayuki
ER -