Journal Publications

  1. Huang, J., A. Gheorghe, H. Handley, P. Pazos, A. Pinto, S. Kovacic, A. Collins, C. Keating,  A. Sousa-Poza, G. Rabadi, R. Unal, T. Cotter, R. Landaeta, and C. Daniels (2020). “Towards Digital Engineering — The Advent of Digital Systems Engineering,” International Journal of Systems of Systems Engineering, forthcoming. 
  2. Collins, A. J., C. A. Jordan, R. M. Robinson, C. Cornelius, and R. Gore. “Clustering Cities for Bicycle Infrastructure Planning.” Environment, Systems and Decisions, forthcoming.
  3. Collins, A. J., J. Shull, and Y. Thaviphoke (2019). “The Need for Simple Educational Case-studies to Show the Benefit of Soft Operations Research to Real-world Problems.” International Journal of Systems of Systems Engineering, 9(1): 75-97.
  4. Collins, A. J., R. M. Robinson, C. A. Jordan and A. Khattak (2018). “Development of a Traffic Incident Model Involving Multiple Municipalities for Inclusion in Large Microscopic Evacuation Simulations.” International journal of disaster risk reduction, 31: 1223-1230.
  5. Robinson, R. M., A. J. Collins, A. Khattak, C. A. Jordan and P. Foytik (2018). “Modeling the Impact of Traffic Incidents during Hurricane Evacuations using a Large-Scale Microsimulation.” International journal of disaster risk reduction, 31: 1159-1165.
  6. Collins, A.J. and E. Frydenlund (2018). “Strategic Group Formation in Agent-based Modeling and Simulation.” Simulation, 94(3): 179-193.
  7. Vernon-Bido, D., A. J. Collins, J. A. Sokolowski, and M. J. Seiler (2017). “Using Real Property Layouts to Study the Foreclosure Contagion Effect in Real Estate with Agent-Based Modeling and Simulation.” Journal of Housing Research, 26(2): 137-155. ISSN: 1052-7001.
  8. Hester, P., B. Ezell, A. J. Collins, J. Horst, J. and K. Lawsure (2017). “A Method for Key Performance Indicator Assessment in Manufacturing Organizations.” International Journal of Operations Research, 14(4), 157-167.
  9. Elize, T., E. Frydenlund, A.  J. Collins, and R. M. Robinson (2016). “Panic That Spreads: Socio-Behavioral Contagions in Pedestrian Evacuations.” Transportation Research Record: Journal of the Transportation Research Board 2586: 1-8. ISSN: 0361-1981
  10. Collins, A. J., R. M. Robinson, C. A. Jordan, P. Foytik and B. C. Ezell (2016). “Integrating a Simple Traffic Incident Model for Rapid Evacuation Analysis.” International Journal of Transportation, 4(3), 15-32. ISSN: 2287-7940
  11. Hester, P., A.J. Collins, B. Ezell, and J. Horst (2016). “A Review of Problem Structuring Methods for Consideration in Prognostics and Smart Manufacturing.” International Journal of Prognostics and Health Management, 7:Sp5, 016, 1-12. ISSN: 2153-2648.
  12. Collins, A. J., Hester, B. Ezell, and J. Horst (2016). “An improvement selection methodology for Key Performance Indicators.” Environment, Systems and Decisions, 36(2), 196-208. ISSN: 2194-5403
  13. Collins, A. J., D. W. Flanagan and B. Ezell (2015). “Analysis of the Cost of Emergency Managers’ Meeting Load: A Hampton Road Case-study.” Journal of Homeland Security and Emergency Management 12(1):169-191. ISSN: 2194-6361
  14. Collins, A. J., Petty, D. Vernon-Bido and S. Sherfey (2015). “Call to Arms: Standards for Agent-based Modeling and Simulation.” Journal of Artificial Societies and Social Simulation. Special Issue on Engineering Agent-Based Social Simulations 18(3): 12. ISSN: 1460-7425
  15. Elzie, T., E. Frydenlund, J. Collins and R. M. Robinson (2015). “Conceptualizing Intragroup and Intergroup Dynamics Within a Controlled Crowd Evacuation.” Journal of Emergency Management 13(2):109-120. ISSN: 1543-5865
  16. Collins, A. J., M. Harrison and M. J. Seiler (2015). “Mortgage Modification and the Decision to Strategically Default: A Game Theoretic Approach.” Journal of Real Estate Research 37(3): 439-470. ISSN: 0896-5803
  17. Collins, A. J., E. Frydenlund, R. M. Robinson and M. Cetin (2015). “Exploring a Toll Auction Mechanism Enabled By Vehicle-To-Infrastructure Technology.” Transportation Research Record: Journal of the Transportation Research Board 2530: 106-113. ISSN: 0361-1981
  18. Collins, A. J., J. A. Sokolowski and C. Banks (2014). “Applying Reinforcement Learning to an Insurgency Agent-based Simulation.” Journal of Defense Modeling and Simulation 11(4): 353-364. ISSN: 1548-5129
  19. Collins, A. J., P. Foytik, E. Frydenlund, R. M. Robinson and C. A. Jordan (2014). “Generic Incident Model for Investigating Traffic Incident Impacts on Evacuation Times in Large-Scale Emergencies.” Transportation Research Record: Journal of the Transportation Research Board 2459: 11-17. ISSN: 0361-1981
  20. Collins, A. J., M. J. Seiler, M. Gangel and M. Croll (2013). “Applying Latin hypercube sampling to agent-based models: Understanding foreclosure contagion effects.” International Journal of Housing Markets and Analysis 6(4): 422-437. ISSN: 1753-8270
  21. Seiler, M., A. J. Collins and N. H. Fefferman (2013). “Strategic Mortgage Default in the Context of a Social Network: An Epidemiological Approach.” Journal of Real Estate Research 35(4): 445-475. ISSN: 0896-5803
  22. Gangel, M., M. J. Seiler and A. J. Collins (2013). “Latin Hypercube Sampling and the Identification of the Foreclosure Contagion Threshold.” Journal of Behavioral Finance 14(2): 149-159. ISSN: 1542-7560
  23. Gangel, M., M. J. Seiler and A. J. Collins (2013). “Exploring the foreclosure contagion effect using agent-based modeling.” Journal of Real Estate Finance and Economics 46(2): 339-354. ISSN: 0895-5638
  24. Collins, A. and L. Thomas (2013). “Learning competitive dynamic airline pricing under different customer models.” Journal of Revenue & Pricing Management 12(5): 416-430. ISSN: 1476-6930
  25. Collins, A. J., B. Vegesana, M. J. Seiler, P. O’Shea, P. Hettiarachchi and F. McKenzie (2013). “Simulation and mathematical programming decision-making support for smallholder farming.” Environment Systems & Decisions 33(3): 427-439. ISSN: 2194-5403
  26. Ezell, B. C., J. Behr and A. Collins (2012). “Identifying Factors that Influence Terrorist Decisions and Target Selection.” Journal of Homeland Security and Emergency Management 9(1): 8. ISSN: 2194-6361
  27. Collins, A. and L. Thomas (2012). “Comparing reinforcement learning approaches for solving game theoretic models: a dynamic airline pricing game example.” Journal of the Operational Research Society 63(8): 1165-1173. ISSN: 0160-5682
  28. Ezell, B.C., S.P. Bennett, D. von Winterfeldt, J. Sokolowski and Collins (2010). “Probabilistic Risk Analysis and Terrorism Risk.” Risk Analysis 30(4): 575-589. ISSN: 0272-4332

Working Papers

  1. Collins, A. J., S. Etemadidavan, and W. Khallouli. “Generating Empirical Core Size Distributions of Hedonic Games using a Monte Carlo Method.” (Submitted to the International Journal of Game Theory)
  2. Vernon-Bido, D., and A. J. Collins. “Finding Core Members of Cooperative Games using Agent-based Modeling” (Submitted to the Journal of Artificial Societies and Social Simulation- ISI)
  3. Collins, A. J. and C. Jordan. What the past says about the future of simulation. (In preparation to the Journal of Defense Modeling and Simulation)
  4. Grigoryan, G., and A. J. Collins. “Game theory in Systems Engineering: A review.” (In preparation for IISE Transactions)
  5. Thaviphoke, Y., A. J. Collins, and P. Hester. “Getting Problem Structuring techniques and simulation in front of decision-makers.” (In preparation for the International Journal of System of Systems Engineering)
  6. Frydenlund, E., A. J. Collins, C. J. Lynch, and R.M. Robinson. “Acceptance Sampling to Aid in Verification of Computational Simulation Models.” (Working)
  7. Collins, A. J. “Strategic group formation in Agent-based Modeling: El Farol bar problem application.” (working)
  8. Lane, J. E., and A. J. Collins. “Games not Game Theory.” (working)

Conference Papers

  1. Thaviphoke, Y. and A. J. Collins (2019). Applying SODA to the Modeling and Simulation Accessibility Problem. Proceedings of the 2019 IISE Annual Conference,Orlando, FL, May 18-21: 1-6.
  2. Saolyleh M., A.J. Collins., and P. Pazos (2019) Human Subjects Experiment Data Collection for Validating an Agent-based Model. MODSIM 2019 World Conference, Norfolk, VA, April 22-24.
  3. Collins, A. J., T. Thomas and G. Grigoryan (2019). Monte Carlo Simulation of Hedonic Games. MODSIM World 2019 Conference, Norfolk, VA, April 22-24: 1-8.
  4. Thaviphoke, Y. and A. J. Collins (2019). Simulation for the Common Man: How do We Make M&S Accessible? MODSIM World 2019 Conference, Norfolk, VA, April 22-24: 1-7.
  5. Toro Jarrin, M. and A. J. Collins (2019). Integration of Technological Changes into long-term Planning: Agent-Based Modeling Approach. MODSIM World 2019 Conference, Norfolk, VA, April 22-24: 1-6.
  6. Roberts, R., and Collins, A. J. (2018). Islamic Extremism and the Crystallization of Norms: An Agent-Based Model of Prison Radicalization. 2018 International Conference of The Computational Social Science Society of the Americas, Sante Fe, NM, October 25-28.
  7. Collins, A. J., and Krejci, C. C. (2018). Understanding the Impact of Farmer Autonomy on Transportation Collaboration using Agent-based Modeling. 2018 International Conference of The Computational Social Science Society of the Americas, Sante Fe, NM, October 25-28.
  8. Collins, A. J., and P. T. Hester (2018). “Analyzing Obesity Using Agent-Based Modeling and Cognitive Mapping,” IISE Annual Conference and Expo, Orlando, FL, May 19-22.
  9. Leathrum, J. F., R. R. Mielke, A. J. Collins, and M. A. Audette (2017) “Proposed Unified Discrete Event Simulation Content Roadmap for M&S Curricula,” 2017 Winter Simulation Conference, Las Vegas, NV, December 3-6.
  10. Collins, A. J. (2017). Strategically Forming Groups in the El Farol bar problem. The Computational Social Science Society of Americas, Santa Fe, NM, October 19-22, 1: 1-6.
  11. Collins, A. J., V. Cornelius, and J. Sokolowski (2017). “Agent-based Model of Criminal Gang Formation.” 2017 Spring Simulation Multi-conference, Virginia Beach, VA.
  12. Collins, A. J., Vernon-Bido and J. E. Lane (2017). “Individual Strategic Behavior in a Team Formation Agent-based Simulation.” 2017 Spring Simulation Multi-conference, Virginia Beach, VA.
  13. Vernon-Bido, D., and A.J. Collins (2017). “Dynamics of Knowledge-Seeking Interactions in Organizational Networks.” 2017 Spring Simulation Multi-conference, Virginia Beach, VA.
  14. Jordan, C., P. Foytik, A. J. Collins, and, R. M. Robinson (2017). “Development of a Future Year Large-Scale Microscopic Traffic Simulation Model.” 96th Transportation Research Board Annual Meeting, Washington, D.C., January 8-12, 17-05850.
  15. Collins, A. J., E. Frydenlund, R. M. Robinson and M. Cetin (2017). “Survey Informed Value of Time Distributions Estimates in a Tolling Auction.” 96th Transportation Research Board Annual Meeting, Washington, D.C., January 8-12, 17-00977.
  16. Collins, A. J., and E. Frydenlund (2016). “Agent-based modeling and Strategic group formation: A refugee case study,” Proceedings of the 2016 Winter Simulation Conference, Washington, D.C., December 11-14.
  17. Collins, A. J., and P. T. Hester (2016). “Why are all the softies in Europe? A discussion of the lack of penetration of soft OR in the US,” NATO 10th Annual Operations Research and Analysis Conference, STO-MP-SAS-ORS-ORA-2016, Norfolk, VA, October 17-18.
  18. Frydenlund, E., A. J. Collins, C. Jordan, P. Foytik, and R. M. Robinson. “When the money runs dry: A system dynamics approach to critical infrastructure investment.” 2016 Spring Simulation Conference, Pasadena, CA, April 3-6.
  19. Collins, A.J. and E. Frydenlund. “Strategic Coalition Formation in Agent-based Modeling and Simulation.” 2016 Spring Simulation Conference, Pasadena, CA, April 3-6.
  20. Collins, A. J., E. Frydenlund, R. M. Robinson and M. Cetin (2016). “Comparing Value of Time Distributions in a Tolling Auction Mechanism Enabled by Vehicle-To-Infrastructure Technology.” 95th Transportation Research Board Annual Meeting, Washington, D.C., January 10-14, 16-5030.
  21. Elize, T., E. Frydenlund, A. J. Collins, and R. M. Robinson (2016). “Panic That Spreads: Socio-Behavioral Contagions in Pedestrian Evacuations.” 95th Transportation Research Board Annual Meeting, Washington, D.C., January 10-14. 16-4190.
  22. Collins, A.J., Knowles Ball, D., and J. Romberger (2015). “A Discussion on Simulations’ Visualization Usage.” 2015 Winter Simulation Conference, Huntington Beach, CA, December 6-9.
  23. Sherfey, S., A. J. Collins, P. Moses and S. X. Marsillac (2015). Impacts of Market Behavior on Distributed Energy, 2015 Spring Simulation Multi-Conference, Alexandria, VA, April 12-17.
  24. Collins, A. J., E. Frydenlund, T. Elzie, and R. M. Robinson (2015). Agent-based Pedestrian Evacuation Modeling: A one-size fits all approach? 2015 Spring Simulation Multi-Conference, Alexandria, VA, April 12-17.
  25. Vernon-Bido, D., A. J. Collins, and J. Sokolowski (2015). Evaluation of Simulation Visualization, 2015 Spring Simulation Multi-Conference, Alexandria, VA, April 12-17.
  26. Collins, A. J., D. Knowles Ball and J. Romberger (2015). Simulation Visualization Issues for Users and Customers, 2015 Spring Simulation Multi-Conference, Alexandria, VA, April 12-17.
  27. Lawsure, K., B. Ezell, A. J. Collins, J. Horst and P. Hester. Web Enabled Selection Method for Key Performance Indicators for Manufacturing, MODSIM World Conference & Expo 2015, Virginia Beach Convention Center, Virginia Beach, VA, March 31 – April 2, 2015.
  28. Elzie, T. L., E. F. Frydenlund, A. J. Collins, and R. M. Robinson. Fundamental Building Blocks for Vehicle-Pedestrian Interaction in Emergency Evacuations, MODSIM World Conference & Expo 2015, Virginia Beach Convention Center, Virginia Beach, VA, March 31 – April 2, 2015.
  29. Collins, A. J., E. Frydenlund, R. M. Robinson and M. Cetin (2015). Exploring a Toll Auction Mechanic Enabled By Vehicle-To-Infrastructure Technology. 94th Transportation Research Board Annual Meeting, Washington, D.C., January 11-15, 15-2825.
  30. Frydenlund, E., A. J. Collins, T. Elzie and R. M. Robinson (2015). Group Dynamics and Exit-Blocking Behaviors: A look at pedestrian modeling evacuations. 94th Transportation Research Board Annual Meeting, Washington, D.C., January 11-15, 15-4613.
  31. Wang, X. and Collins, A. J. (2014). “Popularity or Proclivity? Revisiting Agent Heterogeneity in Network Formation.” Proceeding of the 2014 Winter Simulation Conference, Savannah, GA, December, 7-10, 2014, 3084-3095.
  32. Frydenlund, E., T. Elzie, A. J. Collins and R. M. Robinson (2014). “A Hybridized Approach to Validation: The Role of Sociological Research Methods in Pedestrian Modeling.” Transportation Research Procedia. 7th International Conference on Pedestrian and Evacuation Dynamics, Delft, the Netherlands, October 22-24, 2014. 2: 697-705 (DOI: 10.1016/j.trpro.2014.09.077)
  33. Collins, A. J., T. Elzie, E. Frydenlund and R. M. Robinson (2014). Do Groups Matter? An Agent-based Modeling Approach to Pedestrian Egress. Transportation Research Procedia . 7th International Conference on Pedestrian and Evacuation Dynamics, Delft, the Netherlands, October 22-24, 2014. 2:430-435 (DOI: 10.1016/j.trpro.2014.09.051)
  34. Collins, A. J., Knowles Ball and J. Romberger (2014). “Exploring the “Whys” of Simulation Visualization.” MODSIM World Conference & Expo 2014, Hampton Road Convention Center, Hampton, VA, April 15 – 17, 2014.
  35. Collins, A. J., P. Foytik, E. Frydenlund, R. M. Robinson and C. A. Jordan (2014). “Investigating the Impact of Traffic Incidents on Large-scale Emergency Evacuation Times using a Generic Incident Model.” TRB 93rd Annual Meeting Compendium of Papers, 93rd Annual Meeting of the Transportation Research Board, Washington, D.C., January 12-16, 14-1735.
  36. Collins, A. J., M. Robinson, C. A. Jordan, P. Foytik and B. C. Ezell (2014). “Exploring the Effects of Traffic Incidents within an Evacuation Simulation.” 2014 National Evacuation Conference, New Orleans, LA, January 7-10.
  37. Foytik, P., R. M. Robinson and A. J. Collins (2014). “Exploring Evacuee Rate of Arrival with Varying Response Time for Large Scale Vehicle Evacuations.” 2014 National Evacuation Conference, New Orleans, LA, January 7-10.
  38. Elzie, T., E. Frydenlund, A. J. Collins and R. M. Robinson (2014). “How Individual and Group Dynamics Affect Decision Making.” 2014 National Evacuation Conference, New Orleans, LA, January 7-10.
  39. Collins, A. J., R. M. Robinson, C. A. Jordan, P. Foytik and B. C. Ezell (2013). “Generic Incident Model for Use in Large-Scale Evacuation Simulations.” 2013 IEEE International Conference on Technologies for Homeland Security, Waltham, MA, November 12-14, pp. 26-31.
  40. Flanagan, D., A. J. Collins and B. Ezell (2013). “Reducing Stakeholder Fatigue: Integrating Governing Bodies, Committees and Working Groups Contribution to Risk Mitigation.” MODSIM World Conference & Expo 2013, Hampton Road Convention Center, Hampton, VA, April 30 – May 2.
  41. Seiler, M. J., A. J. Collins and N. H. Fefferman (2013). “Strategic Mortgage Default of a Social Network.” The American Real Estate and Urban Economics Association (AREUEA) 2013 Annual Conference, San Diego, CL, January 4-6.
  42. Seiler, M. J., A. J. Collins and N. H. Fefferman (2012). “Preventing the Spread of a Financial Contagion through a Social Network: An Epidemiological Approach.” American Real Estate Society- 28th Annual Meeting, St. Petersburg, FL, April 17 – 21.
  43. Collins, A. J., Meyr, S. Sherfey, A. Tolk and M. Petty (2012). “The Value of Modeling and Simulation Standards.” Proceedings of the 2012 Autumn Simulation Multi-conference, San Diego, CA, October 28-31, 2012, DMMS 1, ISBN: 1-56555-349-7.
  44. Collins, A. J., J. Seiler and M. Gangel (2012). “Using Agent-based Modeling to Simulate the Foreclosure Contagion Effect.” The 2012 Southeastern INFORMS Conference Proceedings, 48th Annual Meeting of Southeastern Chapter of INFORMS, Myrtle Beach, SC, October 4-5, pp. 237-242.
  45. Knowles Ball, D. and A. J. Collins (2012). “Simulation visualization rhetoric and its practical implications.” The 2012 Southeastern INFORMS Conference Proceedings, 48th Annual Meeting of Southeastern Chapter of INFORMS, Myrtle Beach, SC, October 4-5, pp. 584-591.
  46. Petty, M. D., R. L. Dunning and A. J. Collins (2012). “Expanded Analysis of the Correlation of Characterizing Attributes and Success in Military M&S Standards.” Proceedings of AlaSim International, Huntsville, AL, May 1-3.
  47. Turnitsa, C. D., A. J. Collins, D. Meyr and S. Sherfey (2012). “Financial Implications of Modeling and Simulation Standards: Practical Aspects and Theoretical Analysis.” Proceedings of the Spring 2012 Simulation Interoperability Workshop, Orlando, FL, March 26-30, pp. 188-200.
  48. Collins, A. J. and P. Hester (2011). “Colonel Blotto Games and Lancaster’s Equations: A Novel Military Modeling Combination.” Selected Papers presented at MODSIM World 2011 Conference and Expo, T.E. Pinelli and L.S. Bullock (eds.), Virginia Beach, VA, October 12-14, pp. 93 – 99.
  49. Provance, M., A. J. Collins and E. Carayannis (2011). “An Agent-based Model of New Venture Creation: Conceptual Design for Simulating Entrepreneurship.” Selected Papers presented at MODSIM World 2011 Conference and Expo, T. E. Pinelli and L.S. Bullock (eds.), Virginia Beach, VA, October 12-14, pp. 299 – 304.
  50. Petty, M. D., L. Dunning and A. J. Collins (2011). “Correlation of Characterizing Attributes and Success in Military M&S Standards.” Proceedings of the Fall 2011 Simulation Interoperability Workshop, Orlando, FL, September 19-23, pp.188-200.
  51. Collins, A. J., Y. Diallo, S. R. Sherfey, A. Tolk, C. D. Turnitsa, M. Petty and E. Weisel (2010). “Standards in Modeling and Simulation: The Next Ten Years.” Selected Papers and Presentations presented at MODSIM World 2010 Conference and Expo, Hampton, VA, October 13-15, pp.68 – 73.
  52. Gangel, M., M. J. Seiler and A. J. Collins (2010). “Exploring the Foreclosure Contagion Effect Using Agent-Based Modeling.” Maastricht-NUS-MIT Symposium, Dedham, MA, November, 18 -20.
  53. Gangel, M., M. Seiler and A. Collins (2010). “The Creation of an Agent-Based Mortgage Contagion Simulation Model.” American Real Estate Society – 26th Annual Meeting, Naples, FL, April 14 – 17.

Book Chapters

  1. Collins, A. J. (2019). Strategic group formation in the El Farol bar problem. Complex Adaptive Systems: Understanding Complex Systems. T. Carmichael, Collins, and Hadžikadić M. (eds.): 199-211.
  2. Ezell, B. C., S. P. Bennett, D. Von Winterfeldt, J. A. Sokolowski and A. J. Collins (2017). Probabilistic Risk Analysis and Terrorism Risk. In Improving Homeland Security Decisions, A. E. Abbas, M. Tambe and D. von Winterfeldt. Cambridge, Cambridge University Press.
  3. Collins, A. J. and D. Knowles Ball (2013). “Philosophical and Theoretic Underpinnings of Simulation Visualization Rhetoric and Their Practical Implications.” In Ontology, Epistemology, and Teleology of Modeling and Simulation – Philosophical Foundations for Intelligent M&S Applications, Tolk, A., ed., Heidelberg: springer, pp. 173-192.
  4. Collins, A. J. and C. Currie (2012). “Operations Research, In Handbook of Modeling and Simulation Real-world Applications.” Sokolowski, J. A., Banks, C. M., eds. Hoboken: Wiley, pp. 165 – 206.
  5. Hester, P. and Collins, A. J. (2012). Mathematical Applications for Combat Modeling, In Engineering Principles of Combat Modeling and Distributed Simulation, Tolk, A., ed. Hoboken: Wiley, pp. 385-412.

Other Publications

  1. Collins, A. J., and E. Frydenlund (2015). “Academic revenue management and quantitative worship.” Journal of Revenue & Pricing Management 14(1), 50-56.
  2. Turnitsa, C. D., A. J. Collins, D. Meyr and S. Sherfey (2013). “Financial Implications of Modeling and Simulation Standards: Practical Aspects and Theoretical Analysis.” M&S Journal 8(1), Spring 2013: 9-18 (Reprint of paper in Proceedings of the 2012 Spring Simulation Interoperability Workshop (SIW)).
  3. Petty, M. D., R. L. Dunning and A. J. Collins (2013). “Correlation of Characterizing Attributes and Success in Military M&S Standards.” M&S Journal 8(1), Spring 2013: 19-30.
  4. Collins, A. J. (2012). “Which is Worse: Large-scale Simulations or the 80% Solution?” SCS M&S Magazine, 2012, No. 10 (Apr), ISBN 1-56555-374-8, pp.27 – 38.

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