TY - CHAP
T1 - Sensitivity analysis of an agent-based model of culture's consequences for trade
AU - Burgers, Saskia L.G.E.
AU - Hofstede, Gert Jan
AU - Jonker, Catholijn M.
AU - Verwaart, Tim
PY - 2010
Y1 - 2010
N2 - This paper describes the analysis of an agent-based model's sensitivity to changes in parameters that describe the agents' cultural background, relational parameters, and parameters of the decision functions. As agent-based models may be very sensitive to small changes in parameter values, it is of the essence to know for which changes the model is most sensitive. A long-standing metamodeling-based approach of sensitivity analysis is applied to the agent-based model. The analysis is differentiated for homogeneous and heterogeneous agent populations. Intrinsic stochastic effects of the agent-based model are taken into account. The paper describes how an appropriate regression model has been selected and analyses the parameter's variance contributions in general and in specific cultural settings. © Springer-Verlag Berlin Heidelberg 2010.
AB - This paper describes the analysis of an agent-based model's sensitivity to changes in parameters that describe the agents' cultural background, relational parameters, and parameters of the decision functions. As agent-based models may be very sensitive to small changes in parameter values, it is of the essence to know for which changes the model is most sensitive. A long-standing metamodeling-based approach of sensitivity analysis is applied to the agent-based model. The analysis is differentiated for homogeneous and heterogeneous agent populations. Intrinsic stochastic effects of the agent-based model are taken into account. The paper describes how an appropriate regression model has been selected and analyses the parameter's variance contributions in general and in specific cultural settings. © Springer-Verlag Berlin Heidelberg 2010.
UR - https://www.scopus.com/pages/publications/79960088788
UR - https://www.scopus.com/pages/publications/79960088788#tab=citedBy
U2 - 10.1007/978-3-642-13947-5_21
DO - 10.1007/978-3-642-13947-5_21
M3 - Chapter
SN - 9783642139468
T3 - Lecture Notes in Economics and Mathematical Systems
SP - 253
EP - 264
BT - Progress in Artificial Economics
A2 - Li Calzi, Marco
A2 - Milone, Lucia
A2 - Pellizzari, Paolo
PB - Springer
ER -