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