Validation in agent-based models: An investigation on the CATS model

被引:19
|
作者
Bianchi, Carlo [2 ]
Cirillo, Pasquale [1 ]
Gallegati, Mauro [3 ]
Vagliasindi, Pietro A. [4 ]
机构
[1] Univ Bocconi Milano, DEP IMQ, Milan, Italy
[2] Univ Pisa, Dipartimento Sci Econ, I-56100 Pisa, Italy
[3] Univ Politecn Marche, DEA SIEC, Ancona, Italy
[4] Univ Parma, Dipartimento Diritto Econ & Finanza Int, I-43100 Parma, Italy
关键词
validation; calibration; statistical size distributions; ACE models; CATS model; industrial dynamics;
D O I
10.1016/j.jebo.2007.08.008
中图分类号
F [经济];
学科分类号
02 ;
摘要
In this paper we deal with some validation experiments on the complex adaptive trivial system (CATS) model proposed in Gallegati et al. [Gallegati, M., Giulioni, G., Palestrini, A., Delli Gatti, D., 2003a. Financial fragility, patterns of firms' entry and exit and aggregate dynamics. Journal of Economic Behavior and Organization 51, 79-97; Gallegati, M., Delli Gatti, D., Di Guilmi, C., Gaffeo, E., Giulioni, G., Palestrini, A., 2005. A new approach to business fluctuations: heterogeneous interacting agents, scaling laws and financial fragility. Journal of Economic Behavior and Organization 56, 489-512]. In particular starting from a sample of Italian firms included in the AIDA database, we perform several ex post validation experiments over the simulation period 1996-2001. In the experiments, the model parameters have been estimated using actual data and the initial set up consists of a sample of agents in 1996. The CATS model is then simulated over the period 1996-2001. Using alternative validation techniques, the simulations' results are ex post validated respect to the actual data. (C) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:947 / 964
页数:18
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