DocumentCode :
1914512
Title :
Validating agent based social systems models
Author :
Bharathy, Gnana K. ; Silverman, Barry
Author_Institution :
Ackoff Collaboratory for Advancement of Syst. Approaches (ACASA), Univ. of Pennsylvania, Philadelphia, PA, USA
fYear :
2010
fDate :
5-8 Dec. 2010
Firstpage :
441
Lastpage :
453
Abstract :
Validating social systems is not a trivial task. The paper outlines some of our past efforts in validating models of social systems with cognitively detailed agents. It also presents some of the challenges faced by us. A social system built primarily of cognitively detailed agents can provide multiple levels of correspondence, both at observable and abstract aggregated levels. Such a system can also pose several challenges including large feature spaces, issues in information elicitation with database, experts and news feeds, counterfactuals, fragmented theoretical base, and limited funding for validation. Our own approach to validity assessment is to consider the entire life cycle and assess the validity under four broad dimensions of methodological validity, internal validity, external validity and qualitative, causal and narrative validity. In the past, we have employed a triangulation of multiple validation techniques, including face validation as well as formal validation tests including correspondence testing.
Keywords :
formal verification; program testing; social sciences computing; software agents; agent based models; causal validity; correspondence testing; external validity; face validation; formal validation; internal validity; methodological validity; narrative validity; qualitative validity; social systems validation; validity assessment approach; Biological system modeling; Data models; Databases; Humans; Predictive models; Testing; Weather forecasting;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Simulation Conference (WSC), Proceedings of the 2010 Winter
Conference_Location :
Baltimore, MD
ISSN :
0891-7736
Print_ISBN :
978-1-4244-9866-6
Type :
conf
DOI :
10.1109/WSC.2010.5679142
Filename :
5679142
Link To Document :
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