Agent Based Modeling, Statistics of

作者: David Banks , Jacob Norton

DOI: 10.1016/B978-0-08-097086-8.42110-0

关键词:

摘要: Agent-based models (ABMs) have become an important simulation tool for understanding certain categories of complex phenomena. They are widely used in epidemiology, ecology, transportation research, social networks, and other applications which the global behavior is determined by local (which usually quite simple, can be represented through a concise set rules). However, unlike many models, such as linear regression, statistical issues associated with ABMs largely undeveloped.

参考文章(16)
Thomas M. Liggett, Interacting Particle Systems ,(1985)
Raul Bagni, Roberto Berchi, Pasquale Cariello, A comparison of simulation models applied to epidemics. Journal of Artificial Societies and Social Simulation. ,vol. 5, pp. 1- 5 ,(2002)
L. Smith, R. Beckman, K. Baggerly, TRANSIMS: TRANSPORTATION ANALYSIS AND SIMULATION SYSTEM Fifth National Conference on Transportation Planning Methods Applications-Volume II: A Compendium of Papers Based on a Conference Held in Seattle, Washington in April 1995Transportation Research Boad and Washington State Department of Transportation. ,(1995) , 10.2172/88648
David J Balding, Simon Tavare, Peter Donnelly, Robert C Griffiths, Inferring Coalescence Times From DNA Sequence Data Genetics. ,vol. 145, pp. 505- 518 ,(1997) , 10.1093/GENETICS/145.2.505
S.A. Kauffman, Metabolic stability and epigenesis in randomly constructed genetic nets Journal of Theoretical Biology. ,vol. 22, pp. 437- 467 ,(1969) , 10.1016/0022-5193(69)90015-0
Marc C. Kennedy, Anthony O'Hagan, Bayesian Calibration of computer models Journal of The Royal Statistical Society Series B-statistical Methodology. ,vol. 63, pp. 425- 464 ,(2001) , 10.1111/1467-9868.00294
George Casella, Christian P. Robert, Monte Carlo Statistical Methods ,(1999)
Denis Charles, Deeparnab Chakrabarty, Max Chickering, Nikhil R. Devanur, Lei Wang, Budget smoothing for internet ad auctions Proceedings of the fourteenth ACM conference on Electronic commerce. pp. 163- 180 ,(2013) , 10.1145/2482540.2482583
Mevin B. Hooten, Christopher K. Wikle, Statistical Agent-Based Models for Discrete Spatio-Temporal Systems Journal of the American Statistical Association. ,vol. 105, pp. 236- 248 ,(2010) , 10.1198/JASA.2009.TM09036
Donald B. Rubin, Bayesianly Justifiable and Relevant Frequency Calculations for the Applied Statistician Annals of Statistics. ,vol. 12, pp. 1151- 1172 ,(1984) , 10.1214/AOS/1176346785