Computational Modeling of Complex Socio-Technical Systems



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Week 3: Construct – Diffusion in ABM


M 1/30

Assignment #1, parts 1&2 due before class; Assignment #2 out




W 2/1

Kathleen Carley, 1991, "A Theory of Group Stability." American Sociological Review, 56(3): 331-354.

Required




Brian R. Hirshman, Kathleen M. Carley and Michael J. Kowalchuck, 2007, “Loading Networks in Construct,” Carnegie Mellon University, School of Computer Science, Institute for Software Research, Technical Report, CMU-ISRI-07-116.

Required




Brian R. Hirshman, Kathleen M. Carley and Michael J. Kowalchuck, 2007, “Specifying Agents in Construct,” Carnegie Mellon University, School of Computer Science, Institute for Software Research, Technical Report, CMU-ISRI-07-107.

Required




Craig Schreiber and Kathleen M. Carley, 2004. “Construct - A Multi-agent Network Model for the Co-evolution of Agents and Socio-cultural Environments.” Carnegie Mellon University, School of Computer Science, Institute for Software Research International, Technical Report CMU-ISRI-04-109.

Required




Kathleen M. Carley, 1999, "On the Evolution of Social and Organizational Networks." In Steven B. Andrews and David Knoke (Eds.) Vol. 16 special issue of Research in the Sociology of Organizations. on "Networks In and Around Organizations." JAI Press, Inc. Stamford, CT, pp. 3-30.

Background




Kathleen Carley, 1990, "Group Stability: A Socio-Cognitive Approach." Pp. 1-44 in Lawler E., Markovsky B., Ridgeway C. & Walker H. (Eds.) Advances in Group Processes: Theory and Research. Vol. VII. Greenwhich, CN: JAI Press.

Background




David S. Kaufer & Kathleen M. Carley, 1993, Communication at a Distance: The Effect of Print on Socio-Cultural Organization and Change, Hillsdale, NJ: Lawrence Erlbaum Associates.

Background




Kathleen M. Carley & David Krackhardt, 1996, “Cognitive inconsistencies and non-symmetric friendship.” Social Networks, 18: 1-27.

Background




Craig Schreiber and Kathleen Carley, 2003, The Impact of Databases on Knowledge Transfer: Simulation Providing Theory, NAACSOS conference proceedings, Pittsburgh, PA.

Background




Craig Schreiber and Kathleen Carley, 2003, Going Beyond the Data: Empirical Validation Leading to Grounded Theory, NAACSOS conference proceedings, Pittsburgh, PA. First runner up for the NAACSOS graduate student paper award.

Background




Construct - http://www.casos.cs.cmu.edu/projects/construct/

Background








R 2/2

Lab



Week 4: Analyzing Computational Models


M 2/6

Analyzing Computational Models – 1 system




W 2/8

SMA – ch 9 (Output Data Analysis for a Single System)

Required




SMA – ch 12 (Experimental Design and Optimization)

Required




Raymond H. Myers, Douglas C. Montgomery, 2002

Response Surface Methodology: Process and Product Optimization Using Designed Experiments, 2nd Edition, Wiley.



Background




Biles, W.E., and J.J. Swain (1979), Mathematical Programming and the Optimization of Computer Simulations, In: Mathematical Programming Study II - Engineering Optimization, M. Avriel and R.S. Dembo (ED.), pp. 189-207.

Background




Biles, W.E., and M.L. Lee (1978), A Comparison of Second-Order Response Surface Methods for Optimizing Computer Simulations, 1978 Fall ORSA/TIMS National Meeting, Los Angeles, 28 p.

Background




Ignall, E.J. (1972), On Experimental Designs for Computer Simulation Experiments, Management Science,# Vol. 18, No. 7, pp. 384-388.

Background




Montgomery, D.C., and W.M. Bettencourt (1977), Multiple Response Surface Methods in Computer Simulation, Simulation, Vol. 29, No. 4, pp. 113-121.

Background




See engineering statistics handbook e.g. ch. 5.3 -

http://www.itl.nist.gov/div898/handbook/pri/section3/pri3.htm



Background




Luis Antunes, Helder Coelho, Joao Balso, and Ana Respicio, 2007, “e*plore v.0: Principia for Strategic Exploration of Social Simulation Experiments Design Space,” in S. Takahashi, D. Sallach and J. Rouchier (Eds.) Advancing Social Simulation: The First World Congress. Tokyo, Japan: Springer, pp. 295 - 306.

Background




John H. Miller, 1998, "Active Nonlinear Tests (ANTs) of Complex Simulation Models," Management Science, 44(6): 820-830.

Background




McCulloh, Ian & Carley, Kathleen M . (2008). Social Network Change Detection. Carnegie Mellon University, School of Computer Science, Institute for Software Research, Technical Report CMU-CS-08-116.

Background



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