Rethinking validation: Efficient search of the space of parameters for an agent-based model
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DOI: 10.1016/j.ausmj.2013.12.010
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- Deborah Dougherty & Danielle D. Dunne, 2011. "Organizing Ecologies of Complex Innovation," Organization Science, INFORMS, vol. 22(5), pages 1214-1223, October.
- G. Fagiolo & C. Birchenhall & P. Windrum, 2007. "Empirical Validation in Agent-based Models: Introduction to the Special Issue," Computational Economics, Springer;Society for Computational Economics, vol. 30(3), pages 189-194, October.
- Confalonieri, R. & Bellocchi, G. & Bregaglio, S. & Donatelli, M. & Acutis, M., 2010. "Comparison of sensitivity analysis techniques: A case study with the rice model WARM," Ecological Modelling, Elsevier, vol. 221(16), pages 1897-1906.
- Rand, William & Rust, Roland T., 2011. "Agent-based modeling in marketing: Guidelines for rigor," International Journal of Research in Marketing, Elsevier, vol. 28(3), pages 181-193.
- Paul Windrum & Giorgio Fagiolo & Alessio Moneta, 2007. "Empirical Validation of Agent-Based Models: Alternatives and Prospects," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 10(2), pages 1-8.
- Matteo Richiardi & Roberto Leombruni & Nicole J. Saam & Michele Sonnessa, 2006.
"A Common Protocol for Agent-Based Social Simulation,"
Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 9(1), pages 1-15.
- Roberto Leombruni & Matteo Richiardi & Nicole J. Saam & Michele Sonnessa, 2005. "A Common Protocol for Agent-Based Social Simulation," LABORatorio R. Revelli Working Papers Series 47, LABORatorio R. Revelli, Centre for Employment Studies.
- Perz, Stephen G. & Muñoz-Carpena, Rafael & Kiker, Gregory & Holt, Robert D., 2013. "Evaluating ecological resilience with global sensitivity and uncertainty analysis," Ecological Modelling, Elsevier, vol. 263(C), pages 174-186.
- Nigel Gilbert & Pietro Terna, 2000. "How to build and use agent-based models in social science," Mind & Society: Cognitive Studies in Economics and Social Sciences, Springer;Fondazione Rosselli, vol. 1(1), pages 57-72, March.
- Topping, Chris J. & Høye, Toke T. & Olesen, Carsten Riis, 2010. "Opening the black box—Development, testing and documentation of a mechanistically rich agent-based model," Ecological Modelling, Elsevier, vol. 221(2), pages 245-255.
- Midgley, David & Marks, Robert & Kunchamwar, Dinesh, 2007. "Building and assurance of agent-based models: An example and challenge to the field," Journal of Business Research, Elsevier, vol. 60(8), pages 884-893, August.
- Nigel Gilbert & Andreas Pyka & Petra Ahrweiler, 2001. "Innovation Networks - a Simulation Approach," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 4(3), pages 1-8.
- Carlo Bianchi & Pasquale Cirillo & Mauro Gallegati & Pietro Vagliasindi, 2007.
"Validating and Calibrating Agent-Based Models: A Case Study,"
Computational Economics, Springer;Society for Computational Economics, vol. 30(3), pages 245-264, October.
- Pasquale Cirillo & Carlo Bianchi & Mauro Gallegati & Pietro Vagliasindi, 2006. "Validating and Calibrating Agent-based Models: a Case Study," Computing in Economics and Finance 2006 277, Society for Computational Economics.
- Robert Marks, 2007. "Validating Simulation Models: A General Framework and Four Applied Examples," Computational Economics, Springer;Society for Computational Economics, vol. 30(3), pages 265-290, October.
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Keywords
Innovation; Sensitivity analysis; Behavioural space; Space of parameters; Business networks; Agent-based model;All these keywords.
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