Agent-Based Modelling in Economics

Agent-Based Modelling in Economics

Volumn , Issue , 2015, Pages 1-246

  Hamill, Lynne ^a   Gilbert, Nigel ^a  

^a UNIVERSITY OF SURREY   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

AUTONOMOUS AGENTS; ECONOMICS; STUDENTS;

AGENT-BASED MODEL; AGENT-BASED MODELLING; ECONOMIC MODELLING; ECONOMIC THEORIES; ENVIRONMENTAL ISSUES; MICRO-FOUNDATION; SOCIAL SIMULATIONS; UNIVERSITY OF SURREY;

COMPUTATIONAL METHODS;

EID: 84966507116     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1002/9781118945520     Document Type: Book

References (249)

1. Arthur, W.B. (1999) Complexity and the economy. Science, 284 pp.107-109.
2. Arthur, W.B. (2014) Complexity and the Economy. Oxford: Oxford University Press.
3. Axtell, R.L. (2007) What economic agents do: How cognition and interaction lead to emergence and complexity. Review of Austrian Economics, 20, pp.105-122.
4. Begg, D., Vernasca, G., Fischer, S. & Dornbusch, R. (2011) Economics. Tenth Edition. London: McGraw-Hill Higher Education.
5. Colander, D. (2006) Post Walrasian Macroeconomics: Beyond the Dynamic Stochastic General Equilibrium Model. Cambridge: Cambridge University Press.
6. CORE (2014) The CORE project [Online]. Available at: http://core-econ.org/ [Accessed 31 January 2015].
7. Economist (2010) Agents of change: Conventional economic models failed to foresee the financial crisis. Could agent-based modelling do better? 22nd July [Online]. Available at: http://www.economist.com/node/16636121 [Accessed 31 January 2015].
8. Economist (2013) Keynes's new heirs: Britain leads a global push to rethink the way economics is taught [Online]. Available at: http://www.economist.com/news/britain/21590555-britain-leads-global-pushrethink-way-economics-taught-keyness-new-heirs [Accessed 31 January 2015].
9. Epstein, J.M. (2006) Generative Social Science. Princeton: Princeton University Press.
10. Epstein, J. M. & Axtell, R. (1996) Growing Artificial Societies. Social Science from the Bottom Up. Cambridge, MA: The MIT Press.
11. Farmer, J.D. & Foley, D. (2009) The economy needs agent-based modelling. Nature, 460, pp.685-686.
12. Gilbert, N. (2007) Agent-based Models. London: Sage.
13. Gilbert, N. & Troitzsch, K. (2005) Simulation for the Social Scientist. Oxford: Oxford University Press.
14. Grimm, V., Berger, U., DeAngelis, D.L., Polhill, J.G., Giske, J., & Railsback, S.F. (2010) The ODD protocol: A review and first update. Ecological Modelling, 221, pp.2760-2768.
15. Hayek, F. (1931) Prices and Production. London: George Routledge & Sons Ltd.
16. Howitt, P. (2012) What have central bankers learned from modern macroeconomic theory? Journal of Macroeconomics, 34, pp.11-22.
17. Jevons, W.S. (1888) The Theory of Political Economy. Third Edition. London: Macmillan & Co. [Online]. Available at: http://www.econlib.org/library/YPDBooks/Jevons/jvnPECover.html [Accessed 31 January 2015].
18. Keynes, J.M. (1936/1970) General Theory of Employment, Interest and Money. London: Macmillan.
19. Kirman, A.P. (1992) Whom or what does the representative individual represent? Journal of Economic Perspectives, 6(2), pp.117-136.
20. LeBaron, B. (2006) Agent-Based Computational Finance. In Tesfatsion, L. & Judd, K.L., eds, Handbook of Computational Economics. Elsevier: Amsterdam, pp.1187-1233.
21. Leijonhufvud, A. (2006) Episodes in a Century of Macroeconomics. In Collander, D., ed, Post Walrasian Macroeconomics. Cambridge: Cambridge University Press, pp.27-45.
22. Lucas, R. (1976). Econometric Policy Evaluation: A Critique. In Brunner, K. & Meltzer, A., eds, The Phillips Curve and Labor Markets. Carnegie-Rochester Conference Series on Public Policy, 1. Amsterdam: North Holland, pp.19-46.
23. Markose, S. (2014) Report on ESRC Conference on diversity in macroeconomics new perspectives from agent-based computational, complexity and behavioural economics: 24-25 February 2014 [Online]. Available at: http://essex.ac.uk/economics/documents/conference-report.pdf.
24. For papers and slides: http://www.acefinmod.com/esrc2014.html [Accessed 31 January 2015].
25. Marshall, A. (1920/1961) Principles of economics. London: Macmillan.
26. Morgan, M.S. (2012) The World in the Model. Cambridge: Cambridge University Press.
27. Müller, B., Balbi, S., Buchmann C.M., de Sousa, L., Dressler, G., Groeneveld, J., Klassert, C.J., Le, Q.B., Millington, J.D.A., Nolzen, H., Parker, D.C., Polhill, J.G., Schlüter, M., Schulze, J., Schwarz, N., Sun, Z., Taillandier, P., Weise, H. (2014) Standardised and transparent model descriptions for agent-based models: Current status and prospects. Environmental Modelling & Software, 55, pp.156-163.
28. Petty, W. (1690) Political arithmetick. Robert Clavel at the Peacock, and Hen, Mortlock at the Phoenix in St. Paul's Church-yard [Online]. Available at: http://socserv2.socsci.mcmaster.ca/econ/ugcm/3ll3/petty/poliarith.html [Accessed 31 January 2015].
29. Ramsey, F.P. (1927) A contribution to the theory of taxation. Economic Journal, 37, pp.47-61.
30. Ramsey, F.P. (1928) A mathematical theory of saving. Economic Journal, 37, pp.543-559.
31. Royal Economic Society (2014) New teaching for economics: The INET-CORE project [Online]. Available at: http://www.res.org.uk/view/art3Jul14Features.html [Accessed 31 January 2015].
32. Samuelson, P. (1941) The stability of equilibrium: Comparative statics and dynamics. Econometrica, 9(2), pp.97-120.
33. Samuelson, P. (1948) Economics. New York: McGraw Hill.
34. Smith, A. (1776/1861) Wealth of Nations. Edinburgh: Adam Charles & Black.
35. Squazzoni, F. (2010) The impact of agent-based models in the social sciences after 15 years of incursions. History of Economic Ideas, xviii, pp.197-233.
36. Stiglitz, J.E. & Gallegati, M. (2011) Heterogeneous interacting agent models for understanding Monetary economies. Eastern Economic Journal, 37(1), pp.6-12.
37. Stockton, D. (2012) The review of the Monetary Policy Committee's forecasting capability. Presented to the Court of the Bank of England [Online]. Available at http://www.bankofengland.co.uk/publications/Documents/news/2012/cr3stockton.pdf [Accessed 31 January 2015].
38. Trichet, J-C. (2010) Reflections on the nature of monetary policy non-standard measures and finance theory.
39. Speech by President of the ECB, Opening address at the ECB Central Banking Conference Frankfurt, 18 November 2010. Available at https://www.ecb.europa.eu/press/key/date/2010/html/sp101118.en.html [Accessed 24 May 2015].
40. Varian, H. (2010) Intermediate Microeconomics. Princeton: Princeton University Press.
41. Wickens, M. (2008) Macroeconomic Theory: A Dynamic General Equilibrium Approach. Princeton: Princeton University Press.
42. Gilbert, N. (2007) Agent-based Models. London: Sage.
43. Railsback, S.F. & Grimm, V. (2011) Agent-Based and Individual-Based Modeling: A Practical Introduction. Princeton: Princeton University Press.
44. Wilensky, U. (1999) NetLogo. Center for Connected Learning and Computer-Based Modeling, Northwestern University, Evanston, IL [Online]. Available at: http://ccl.northwestern.edu/netlogo/ [Accessed 31 January 2015].
45. Wilensky, U. & Rand, W. (2015). An Introduction to Agent-Based Modeling: Modeling Natural, Social and Engineered Complex Systems with NetLogo. Cambridge, MA: MIT Press.
46. Barnard, A., Howell, S. & Smith, R. (2011) The effect of taxes and benefits on household income, 2009/10.
47. Office for National Statistics [Online]. Available at: http://www.ons.gov.uk [Accessed 2 January 2015].
48. Blundell, R., Pashardes, P. & Weber, G. (1993) What do we learn about consumer demand patterns from micro data? The American Economic Review, 83(3) pp.570-597.
49. Bradley, T. & Patton, P. (2002) Essential Mathematics for Economics and Business, Chichester: John Wiley & Sons, Ltd.
50. Carrera, S. (2010) An expenditure-based analysis of the redistribution of household income. Economic & Labour Market Review, 4(3) pp.18-27. [Online]. Available at: http://www.ons.gov.uk [Accessed 2 January 2015].
51. Czubek, M. & Johal, S. (2010) Econometric analysis of cigarette consumption in the UK. HMRC Working Paper Number 9 [Online]. Available at: http://www.esrc.ac.uk/_images/Day2-Session6-Czubek-Johal-Econometric-Analysis-paper_tcm8-33130.pdf [Accessed 2 January 2015].
52. Dewenter, R. & Westermann, M. (2005) Cinema demand in Germany. Journal of Cultural Economics, 29, pp.213-231.
53. Hayek, F. (1931) Prices and Production. London: George Routledge & Sons Ltd.
54. Kahneman, D. (2011) Thinking, Fast and Slow. London: Allen Lane.
55. Macmillan, P. & Smith, I. (2001) Explaining post-war cinema attendance in Great Britain. Journal of Cultural Economics, 25, pp.91-108.
56. Office for National Statistics (ONS) (2011) Family spending: A report on the 2010 living costs and food survey [Online]. Available at: http://www.ons.gov.uk [Accessed 2 January 2015].
57. US Bureau of Labor Statistics consumer expenditure survey [Online]. Available at http://www.bls.gov/cex/ [Accessed 2 January 2015].
58. Wilensky, U. (1998) NetLogo Wealth Distribution model. Center for Connected Learning and Computer-Based Modeling, Northwestern University, Evanston, IL [Online]. Available at: http://ccl.northwestern.edu/netlogo/models/WealthDistribution [Accessed 2 January 2015].
59. Arthur, W.B. (1989) Competing technologies, increasing returns and lock-in by historical events. Economic Journal, 99, pp.116-131.
60. Axtell, R. (2006) Multi-Agent Systems Macro: A prospectus. In Collander, D., ed, Post Walraisian Macroeconomics. Cambridge: Cambridge University Press, pp.203-220.
61. Bass, F. (1969) A new product growth for model consumer durables. Management Science, 15(5) pp.215-227 (republished (2004) Management Science, 50(12) Supplement pp. 1833-1840).
62. Bowden, S. & Offer, A. (1994) Household appliances and the use of time: The United States and Britain since the 1920s. Economic History Review, XLVLL(4), pp.725-748.
63. Bruggeman, J. (2008) Social Networks. London: Routledge.
64. Casweb (2014) 2001 census: Standard Area Statistics (England and Wales) ESRC/JISC Census Programme, Census Dissemination Unit, Mimas (University of Manchester) [Online]. Available at: http://casweb.mimas.ac.uk/ [Accessed 3 January 2015].
65. Central Statistics Office (CSO) (1995) Family Spending: A Report on the 1994-95 Family Expenditure Survey. London: HMSO.
66. Coleman, D. (2000) Population and Family. In Halsey, A.H. & Webb, J. eds, Twentieth Century British Social Trends. London: Macmillan, pp.27-93.
67. Deaton, A. & Muellbauer, J. (1985) Economics and Consumer Behaviour. Cambridge: Cambridge University Press.
68. Department of Employment (1975) Family Expenditure Survey 1974. London: HMSO.
69. Department of Employment (1986) Family Expenditure Survey 1984. London: HMSO.
70. Douglas, M. & Isherwood, B. (1979) The World of Goods. London: Routledge. (Also 1996.).
71. Feinstein, C.H. (1972) National Income, Expenditure and Output of the United Kingdom: 1855-1965. Cambridge: Cambridge University Press.
72. Fischer, C.S. (1992) America Calling: A Social History of the Telephone to 1940. Berkeley: University of California Press.
73. General Register Office (GRO), 1952. Census 1951: One Per Cent Sample Tables. Part I & II. London: HMSO.
74. Granovetter, M. (1978) Threshold models of collective behavior. The American Journal of Sociology, 83(6) pp.1420-1443.
75. Granovetter, M. & Soong, R. (1986) Threshold models of interpersonal effects in consumer demand. Journal of Economic Behavior and Organization, 7, pp.83-99.
76. Hamill, L. (2010) Communications, Travel and Social Networks since 1840: A Study Using Agent-based Models. PhD thesis. University of Surrey [Online]. Available at: http://research.microsoft.com/pubs/145713/hamill-phd-thesis.pdf orhttp://www.hamill.co.uk [Accessed 3 January 2015].
77. Hamill, L. & Gilbert, N. (2009) Social circles: A simple structure for agent-based social network models. Journal of Artificial Societies and Social Simulation, 12(2), p.3 [Online]. Available at: http://jasss.soc.surrey.ac.uk/12/2/3.html [Accessed 3 January 2015].
78. Hamill, L. & Gilbert, N. (2010) Simulating large social networks in agent-based models: A social circle model. Emergence: Complexity & Organization, 12(4), pp.78-94.
79. Jackson, M. (2010) Social and Economic Networks. Princeton: Princeton University Press.
80. Keeling, M.J. & Eames, K.T.D. (2005) Networks and epidemic models. Journal of the Royal Society: Interface, 2, pp.295-307.
81. Marwick, A., 1990. British Society since 1945. London: Penguin.
82. McPherson, M., Smith-Lovin, L. & Cook, J.M. (2001) Birds of a Feather: Homophily in social networks. Annual Review of Sociology, 27, pp.415-444.
83. Ministry of Labour (1965) Family Expenditure Survey: Report for 1964. London: HMSO.
84. Office for National Statistics (ONS) (1996) Living in Britain: Results From the 1994 General Household Survey. London: HMSO.
85. Office for National Statistics (ONS) (1997) Social Trends 27. London: The Stationery Office.
86. Office for National Statistics (ONS) (1998) Family Spending 1997-98: A Report on the 1997-98 Family Expenditure Survey. London: The Stationery Office.
87. Office for National Statistics (ONS) (2002) Family Spending: A Report on the 2000-01 Family Expenditure Survey. London: The Stationery Office [Online]. Available at: www.ons.gov.uk/ [Accessed 3 January 2015].
88. Office for National Statistics (ONS) (2013) Family spending: 2013 [Online]. Available at: www.ons.gov.uk/ [Accessed 3 January 2015].
89. Office for National Statistics ONS (2014) Data sets and reference tables [Online]. Available at: http://www. ons.gov.uk/ons/datasets-and-tables/index.html [Accessed 3 January 2015].
90. Rogers, E.M. (2003) Diffusion of Innovations. 5th Edition. New York: Free Press.
91. Stonedahl, F. & Wilensky, U. (2008) NetLogo virus on a network model. http://ccl.northwestern.edu/netlogo/ models/VirusonaNetwork [Accessed 18 April 2015]. Center for Connected Learning and Computer-Based Modeling, Northwestern University, Evanston, IL.
92. Suitor, J. & Keeton, S. (1997) Once a friend, always a friend? Effects of homophily on women's support networks across a decade. Social Networks, 19, pp.51-62.
93. Valente, T. (1995) Network Models of the Diffusion of Innovations. Cresskill: Hampton Press.
94. Watts, C. & Gilbert, N. (2014) Simulating Innovation: Computer-based Tools for Rethinking Innovation. Cheltenham: Edward Elgar.
95. Wellman, B., Wong, R.Y., Tindall, D. & Nazer, N. (1997) A decade of network change: turnover, persistence and stability in personal communities. Social Networks, 19(1), pp.27-50.
96. Wickens, M. (2008) Macroeconomic Theory: A Dynamic General Equilibrium Approach. Princeton: Princeton University Press.
97. Axtell, R. (2005) The complexity of exchange. The Economic Journal, 115, pp.193-210.
98. Cowell, F. (2006) Microeconomics: Principles and Analysis. Oxford: Oxford University Press.
99. Diamond, J. (2012) The World Until Yesterday. London: Penguin Books.
100. Epstein, J. & Axtell, R. (1996) Growing Artificial Societies: Social Science from the Bottom Up. Cambridge, MA: MIT Press.
101. Graeber, D. (2011) Debt: The First 5,000 Years. New York: Melville House Publishing.
102. Radford, R. A. (1945) The economic organisation of a P.O.W. camp. Economica, New Series, 12(48), pp.189-201.
103. Red Cross (2015) Food Parcels in the Second World War [Online]. Available at: http://www.redcross.org.uk/About-us/Who-we-are/Museum-and-archives/Historical-factsheets/Food-parcels [Accessed 2 January 2015].
104. Smith, A. (1776/1861) Wealth of Nations. Edinburgh: Adam Charles & Black.
105. Sturt, G. (1912) Change in the Village. New York: George H. Doran Company.
106. Twain, M. (1876/1884) The Adventures of Tom Sawyer (Online) http://www.gutenberg.org/files/74/74-h/74-h. htm#c7 [Accessed 26 May 2015].
107. Varian, H. (2010) Intermediate Microeconomics. Princeton: Princeton University Press.
108. Arthur, B. (1990) Positive feedback in the economy. Scientific American, February, pp.80-85.
109. Becker, G. (1962) Irrational behavior and economic theory. Journal of Political Economy, 70(1) pp.1-13.
110. Begg, D., Vernasca, G., Fischer, S. & Dornbusch, R. (2011) Economics. Tenth Edition. London: McGraw-Hill Higher Education.
111. Cyert, R. & March, J. (1963/1992) A Behavioral Theory of the Firm. Cambridge, MA: Blackwell.
112. Jevons, W.S. (1888) The Theory of Political Economy. Third Edition. London: Macmillan & Co [Online]. Available at: http://www.econlib.org/library/YPDBooks/Jevons/jvnPECover.html [Accessed 31 January 2015].
113. Kirman, A. & Vriend, N. (2001) Evolving market structure: An ACE model of price dispersion and loyalty. Journal of Economic Dynamics & Control, 25, pp.459-502.
114. Nelson, R. & Winter, S. (1982) An Evolutionary Theory of Economic Change. Cambridge, MA: Harvard University Press.
115. Office for National Statistics ONS (2012) Business Demography, 2011 [Online]. Available at: www.ons.gov. uk [Accessed 30 January 2013].
116. Shapiro, C. & Varian, H. (1999) Information Rules. Boston, MA: Harvard University Press.
117. Varian, H. (2010) Intermediate Microeconomics. Princeton, NJ: Princeton University Press.
118. Axtell, R.L. (2001) Zipf distribution of U.S. firm sizes. Science, 293(5536), pp.1818-1820.
119. Axtell, R.L. (2013) Endogenous Firms and Their Dynamics. Presented at ESRC Conference on Diversity in Macroeconomics: New Perspectives from Agent-based Computational, Complexity and Behavioural Economics 24-25 February 2014, University of Essex [Online]. Available at: http://www.acefinmod.com/ docs/ESRC/Axtell-Firms.pdf [Accessed 28 December 2014].
120. Bank of England (2013) Forward Guidance (7 August) [Online]. Available at: http://www.bankofengland. co.uk/monetarypolicy/pages/forwardguidance.aspx [Accessed 3 January 2015].
121. Begg, D., Vernasca, G., Fischer, S. & Dornbusch, R. (2011) Economics. Tenth Edition. London: McGraw-Hill Higher Education.
122. Bersini, H. (2012) UML for ABM. Journal of Artificial Societies and Social Simulation, 15(1), 9 [Online]. Available at: http://jasss.soc.surrey.ac.uk/15/1/9.html [Accessed 3 January 2015].
123. Clegg, R. (2012a) Interpreting Labour Market Statistics. Office for National Statistics [Online]. Available at: http://www.ons.gov.uk [Accessed 17 July 2014].
124. Clegg, R. (2012b) Guide to Labour Market Statistics. Office for National Statistics [Online]. Available at: http://www.ons.gov.uk [Accessed 17 July 2014].
125. Department for Business and Skills (BIS) (2013) Business Population estimates for the UK and Regions 2013. Additional tables [Online]. Available at: https://www.gov.uk/government/collections/business-populationestimates [Accessed 3 January 2015].
126. Elsby, M., Smith, J. & Wadsworth, J. (2011) The role of worker flows in the dynamics and distribution of UK unemployment. Oxford Review of Economic Policy, 27(2), pp.338-363.
127. Gomes, P. (2009) Labour Market Flows: Facts from the United Kingdom. Working Paper, 367. London: Bank of England [Online]. Available at: http://www.bankofengland.co.uk/research/Documents/workingpapers/2009/wp367.pdf [Accessed 3 January 2015].
128. Guerrero, O.A. & Axtell, R.L. (2013) Employment growth through labor flow networks. PLoS One, 8(5), e60808 [Online]. Available at http://www.plosone.org/article/info%3Adoi%2F10.1371%2Fjournal. pone.0060808 [Accessed 3 January 2015].
129. Guildford Borough Council (2009) Guildford Economic Development Study. Prepared for the Guildford Borough Council and Guildford Business Forum, Department of Economics of the University of Surrey [Online]. Available at: http://www.guildford.gov.uk/CHttpHandler.ashx?id=5581&p=0 [Accessed 3 January 2015].
130. H.M. Government (1944) Employment Policy. Ministry of Reconstruction. Cmnd, 6527. London: HMSO.
131. Lewkovicz, Z., Domingue, D. & Kant, J.D. (2009) An agent-based simulation of the French labour market: Studying age discrimination. The 6th Conference of the European Social Simulation Association, Guildford [Online]. Available at: http://www-desir.lip6.fr/~sma-site/seminaires/Exposes/ZL_DD_JDK.pdf [Accessed 3 January 2015].
132. Marshall, A. (1890/1920) Principles of Economics. London: Macmillan & Co. Ltd. [Online]. Available at: http://www.econlib.org/library/Marshall/marP27.html#IV.XIII.9 [Accessed 3 January 2015].
133. Newman, M.E.J. (2005) Power laws, Pareto distributions and Zipf's law. Contemporary Physics, 46(5), 323-351 [Online]. Available at: http://arxiv.org/pdf/cond-mat/0412004.pdf [Accessed 3 January 2015].
134. NHS (2015) NHS in England [Online]. Available at: http://www.nhs.uk/NHSEngland/thenhs/about/Pages/ overview.aspx [Accessed 23 March 2015].
135. Office for National Statistics (ONS) (2012) Business Demography, 2011. [Online] Available at www.ons.gov. uk [Accessed 30 January 2013].
136. Office for National Statistics (ONS) (2013a) Labour Market Statistics, August 2013 [Online]. Available at: http://www.ons.gov.uk/ons/rel/lms/labour-market-statistics/august-2013/statistical-bulletin.html [Accessed 3 January 2015].
137. Office for National Statistics (ONS) (2013b) Annual Survey of Hours and Earnings [Online]. Available at: http://www.ons.gov.uk/ons/rel/ashe/annual-survey-of-hours-and-earnings/index.html [Accessed 19 March 2013].
138. Office for National Statistics (ONS) (2013c) Full Report: Moving between Unemployment and Employment 7 November [Online]. Available at: http://www.ons.gov.uk [Accessed 26 March 2013].
139. Office for National Statistics (ONS) (2013d) UNEM01: Unemployment by age and duration [Online]. Available at: http://www.ons.gov.uk [Accessed 22 September 2013].
140. Office for National Statistics (ONS) (2014) NOMIS: Official Labour Market Statistics [Online]. Available at: http://www.nomisweb.co.uk/ [Accessed 26 March 2013].
141. Rogerson, R. & Shimer, R. (2010) Search in Macroeconomic Models of the Labor Market. Working Paper, 15901. Cambridge, MA: National Bureau of Economic Research [Online]. Available at: http://www.nber.org/papers/w15901 [Accessed 24 September 2013].
142. Royal Surrey County Hospital NHS Foundation Trust (2013) Annual Report and Accounts for the period 1 April 2012 to 31 March 2013 [Online]. Available at: http://www.royalsurrey.nhs.uk/ [Accessed 11 March 2014].
143. Smith, J.C. (2011) The ins and outs of unemployment. The Economic Journal, 121, 402-444.
144. Tam, H. (2010) Characteristics of the underemployed and the overemployed in the UK. Economic & Labour Market Review, 4(7), 8-20.
145. Tesco (2014) Tesco UK - About Us [Online]. Available at: http://www.tescoplc.com/index.asp?pageid=282 [Accessed 3 January 2015].
146. University of Surrey (2013) University of Surrey Financial Statements 2012-13 [Online]. Available at: http:// www.surrey.ac.uk/about/.../university_of_surrey_accounts_2012-13.pdf [Accessed 11 March 2014].
147. Varian, H. (2010) Intermediate Microeconomics. Princeton: Princeton University Press.
148. Baldwin, R.E. & Wyplosz, C. (2012) The Economics of European Integration. Fourth Edition. Maidenhead: McGraw-Hill Education.
149. Bank of England (2014) Statistical interactive database [Online]. Available at: http://www.bankofengland. co.uk.
150. For effective exchange rates http://www.bankofengland.co.uk/statistics/pages/iadb/notesiadb/Effective_exc.aspx [Accessed 16 November 2014].
151. Begg, D., Vernasca, G., Fischer, S. & Dornbusch, R. (2011) Economics. Tenth Edition. London: McGraw-Hill Higher Education.
152. Cheung, Y.-W., Chinn, M.D. & Marsh, I.W. (2004) How do UK-based foreign exchange dealers think their market operates? International Journal of Finance and Economics, 9, pp.289-306.
153. Dawid, H., Gemkow, S., Harting, P., van der Hoog, S. & Neugart, M. (2012) The Eurace@Unibi model: An agent-based macroeconomic model for economic policy analysis [Online]. Available at: http://www.wiwi. uni-bielefeld.de/lehrbereiche/vwl/etace/Eurace:Unibi/ [Accessed 3 February 2015].
154. De Grauwe, P. (2014) Exchange Rates and Global Financial Policies. Singapore: World Scientific Publishing [Online]. Available at: http://www.worldscientific.com/worldscibooks/10.1142/8832 [Accessed 5 February 2015].
155. De Grauwe, P. & Kaltwasser, P. (2012) Animal spirits in the foreign exchange market. Economic Dynamics & Control, 36, pp.1176-1192.
156. Diamond, J. (2012) The World Until Yesterday. London: Penguin.
157. Financial Conduct Authority CA (2014) FCA fines five banks £1.1 billion for FX failings and announces industry-wide remediation programme, London [Online]. Available at: http://www.fca.org.uk/news/fca-fines-five-banks-for-fx-failings [Accessed 3 January 2015].
158. Feenstra, R.C. & Taylor, A.M. (2011) International Economics. Second Edition. New York: Worth.
159. Gulden, T.R. (2013) Agent-based modeling as a tool for trade and development theory. Journal of Artificial Societies and Social Simulation, 16(2) [Online]. Available at: http://jasss.soc.surrey.ac.uk/16/2/1.html [Accessed 12 October 2014].
160. Organisation for Economic Co-operation and Development (OECD) (2013) Total General Government Expenditure. In National Accounts at a Glance 2013. Paris: OECD Publishing [Online]. Available at: http://www.oecd-ilibrary.org/economics/national-accounts-at-a-glance-2013/total-general-governmentexpenditure_na_glance-2013-table55-en [Accessed 28 November 2014].
161. Organisation for Economic Co-operation and Development (OECD) (2014a) Share of international trade in GDP in OECD. In OECD Factbook 2014: Economic, Environmental and Social Statistics. Paris: OECD Publishing [Online]. Available at: http://www.oecd-ilibrary.org/economics/oecd-factbook-2014. factbook-2014-en [Accessed 14 October 2014].
162. Organisation for Economic Co-operation and Development (OECD) (2014b) Monthly comparative price levels [Online]. Available at: https://stats.oecd.org/Index.aspx?DataSetCode=CPLinOECD.Stat http:// stats.oecd.org/ [Accessed 9 November 2014].
163. Office for National Statistics (ONS) (2014a) An introduction to the United Kingdom balance of payments [Online]. Available at: www.ons.gov.uk [Accessed 14 October 2014].
164. Office for National Statistics (ONS) (2014b) Statistical bulletin: Balance of payments, Q2 2014. [Online]. Available at: www.ons.gov.uk [Accessed 28 November 2014].
165. Rogoff, K. (1996) The purchasing power parity puzzle. Journal of Economic Literature, 34(2), pp.647-668.
166. Salle, I., Yıldızoğlu, M. & Sénégas, M.-A. (2013) Inflation targeting in a learning economy: An ABM perspective. Economic Modelling, 34, pp.114-128.
167. Alessandri, P. & Haldane, A. (2009) Banking on the state. Bank of England [Online]. Available at: http://qed. econ.queensu.ca/faculty/milne/870/Bank%20on%20the%20State.pdf [Accessed 6 August 2013].
168. Bank for International Settlements (1988) International Convergence of Capital Measurement and Capital Standards. Basel: Basle Committee on Banking Supervision [Online]. Available at: http://www.bis.org [Accessed 6 August 2013].
169. Bank for International Settlements (2010) Group of Governors and Heads of Supervision Announces Higher Global Minimum Capital Standards. Basel Committee on Banking Supervision Press release 35/2010 [Online]. Available at: http://www.bis.org [Accessed 19 April 2013].
170. Bank for International Settlements. (2013a) BIS History - Overview. [Online]. Available at: http://www.bis. org/about/history.htm [Accessed 13 August 2013].
171. Bank for International Settlements. (2013b) Group of Governors and Heads of Supervision endorses revised liquidity standard for banks. Basel Committee on Banking Supervision Press release 1/2013 [Online]. Available at: http://www.bis.org [Accessed 3 May 2013].
172. Bank of England (2013a) Financial Stability Report. Issue No. 33 (June) [Online]. Available at: http://www. bankofengland.co.uk [Accessed 6 August 2013].
173. Bank of England (2013b) News release: Prudential Regulation Authority (PRA) completes capital shortfall exercise with major UK banks and building societies [Online]. Available at: http://www.bankofengland.co.uk/publications/Pages/news/2013/081.aspx (20 June) [Accessed 3 January 2015].
174. Bank of England/Federal Deposit Insurance Corporation (2012) Resolving Globally Active, Systemically Important, Financial Institutions. [Online]. Available at: http://www.bankofengland.co.uk/publications/Documents/news/2012/nr156.pdf [Accessed 16 July 2013].
175. Baradi, M. (2007) Beyond the static money multiplier: In search of a dynamic theory of money. Munich Personal RePEc Archive [Online]. Available at: http://mpra.ub.uni-muenchen.de/id/eprint/19287 [Accessed 20 June 2013].
176. Begg, D., Vernasca, G., Fischer, S. & Dornbusch, R. (2011) Economics. Tenth Edition. London: McGraw-Hill Higher Education.
177. Board of Governors of the Federal Reserve System (2013) Reserve Requirements. Washington, DC: The Board [Online] Available at: http://www.federalreserve.gov/monetarypolicy/reservereq.htm [Accessed 9 August 2013].
178. Chan, S. (2010) Is Ben Bernanke having fun yet? New York Times. 15 May 2010 [Online]. Available at: http:// www.nytimes.com/2010/05/16/business/16ben.html?pagewanted=1&_r=0&dbk [Accessed 2 May 2013].
179. Cottrell, P. (2004) Domestic Finance, 1860-1914. In Floud, R. & Johnson, P., eds, The Cambridge Economic History of Modern Britain, Vol II, Economic Maturity: 1860-1939. Cambridge, MA: Cambridge University Press, pp.253-279.
180. EU (2013) Commissioner Barnier welcomes trilogue agreement on the framework for bank recovery and resolution. Press release: MEMO-13-1140 (12 December) [Online]. Available at: http://europa.eu/rapid/press-release_MEMO-13-1140_en.htm [Accessed 3 January 2015].
181. Ferguson, N. (2008) The Ascent of Money. London: Allen Lane.
182. Financial Times (2012) Northern Rock exposed regulatory failings (12 September) [Online]. Available at: http://www.ft.com/cms/s/0/7bb1ab1a-fc00-11e1-af33-00144feabdc0.html#axzz2bPh90ob8 [Accessed 8 August 2013].
183. Francis, W. & Osborne, M. (2009) On the behaviour and determinants of risk-based capital ratios: Revisiting the evidence from UK banking institutions, Occasional Paper no. 31 Financial Services Authority, London [Online]. Available at: http://www.fsa.gov.uk/pubs/occpapers/op31.pdf [Accessed 3 January 2015].
184. Friedman, M. & Schwartz, A. (1963) The Monetary history of the United States: 1867-1960. Princeton: Princeton University Press.
185. HM Treasury (2010) Households without access to bank accounts 2008-2009 [Online]. Available at: http:// webarchive.nationalarchives.gov.uk/20130129110402/http://www.hm-treasury.gov.uk/d/stats_ briefing_101210.pdf [Accessed 3 January 2015].
186. Howson, S. (2004) Money and monetary policy since 1945. In Floud R. & Johnson P., eds, The Cambridge Economic History of Modern Britain, Vol III, Economic Maturity: 1939-2000. Cambridge, MA: Cambridge University Press, pp.134-166.
187. Mallett J. (2011) Modeling the Textbook Fractional Reserve Banking System. Eighth International Conference on Complex Systems. Boston, MA [Online]. Available at: http://www.researchgate.net/ publication/226989260_Modeling_the_Textbook_Fractional_Reserve_Banking_System/ file/32bfe511ec46db59eb.pdf [Accessed 20 June 2013].
188. ONS (2011) Wealth in Great Britain: Main Results from the Wealth and Assets Survey: 2008/10: Part 1 [Online]. Available at: http://www.ons.gov.uk [Accessed 12 April 2013].
189. ONS (2012) Wealth in Great Britain Wave 2, 2008-2010: Chapter 3: Financial Wealth [Online]. Available at: http://www.ons.gov.uk/ons/rel/was/wealth-in-great-britain-wave-2/2008-2010--part-2-/report--chapter-3--financial-wealth.html [Accessed 3 January 2015].
190. Quinn, S. (2004) Money, Finance and Capital Markets. In: Floud, R. & Johnson, P., eds., The Cambridge Economic History of Modern Britain, Vol 1, Industrialisation: 1700-1860. Cambridge, MA: Cambridge University Press, pp.147-174.
191. Smith, A. (1776/1861) Wealth of Nations. Edinburgh: Adam Charles & Black.
192. Stiglitz, J.E. (2010) Freefall: Free Markets and the Sinking of the Global Economy. London: Penguin Books.
193. Reinhart, C. & Rogoff, K. (2009) This Time Is Different: Eight Centuries of Financial Folly. Princeton: Princeton University Press.
194. Reserve Bank of New Zealand (2007) Capital adequacy ratios for banks - simplified explanation and example of calculation. [Online]. Available at: http://www.rbnz.govt.nz/finstab/banking/regulation/0091769.html [Accessed 19 April 2013].
195. Watson, K. (2004) The Financial Services Sector Since 1945. In: Floud R. & Johnson P., eds, The Cambridge Economic History of Modern Britain, Vol III, Economic Maturity: 1939-2000. Cambridge, MA: Cambridge University Press, pp.167-188.
196. Armstrong, H.M., Gordon, I.J., Grant, S.A.. Hutchings, N.J., Milne, J.A. & Sibbald, A.R. (1997) A model of the grazing of hill vegetation by the sheep in the UK. I. The prediction of - vegetation biomass. A model of the grazing of hill vegetation by sheep in the UK. II. The prediction of offtake by sheep. Journal of Applied Ecology, 34, pp.166-207.
197. Begg, D., Vernasca, G., Fischer, S. & Dornbusch, R. (2011) Economics. Tenth Edition. London: McGraw-Hill Higher Education.
198. Chapman, D.S., Termansen, M., Quinn, C.H., Jin, N., Bonn, A., Cornell, S.J., Fraser, E.D.G., Hubacek, K., Kunin, W. E. & Reed, M.S. (2009) Modelling the coupled dynamics of moorland management and upland vegetation. Journal of Applied Ecology, 46, pp.278-288 [Online]. Available at: http://onlinelibrary.wiley. com/doi/10.1111/j.1365-2664.2009.01618.x/full [Accessed 29 September 2014].
199. DEFRA (2014) Common land: management, protection and registering to use. [Online]. Available at: https:// www.gov.uk/common-land-management-protection-and-registering-to-use [Accessed 29 September 2014].
200. EBLEX (2013) Planning Grazing Strategies for Better Returns. Agriculture and Horticulture Development Board, Kenilworth [Online]. Available at: http://www.eblex.org.uk [Accessed 11 September 2014].
201. Epstein, J. & Axtell, R. (1996) Growing Artificial Societies: Social Science from the Bottom Up. Washington, DC: Brookings Institution Press.
202. Hardin, G. (1968) The Tragedy of the Commons. Science, 162, pp.243-1248.
203. Kahneman D. & Tversky, A. (1979) Prospect theory: An analysis of decision under risk. Econometrica, 47(2), pp.263-292.
204. Li, J. and Wilensky, U. (2009). NetLogo Sugarscape 1 Immediate Growback model. http://ccl.northwestern. edu/netlogo/models/Sugarscape1Immediate.
205. Growback and NetLogo Sugarscape 2 Constant Growback model Center for Connected Learning and Computer-Based Modeling, Northwestern University, Evanston, IL [Online]. Available at: http://ccl.northwestern.edu/netlogo/models/Sugarscape2ConstantGrowback. [Accessed 10 August 2014].
206. Liu, J., Dietz, T., Carpenter, S., Alberti, M., Carl Folke, C., Moran, E., Pell, A., Deadman, P., Kratz, T., Lubchenco, J., Ostrom, E., Ouyang, Z., Provencher, W., Redman, C., Schneider, S. & Taylor, W. (2007); Complexity of coupled human and natural systems. Science, 317, pp.1513-1516.
207. Natural England (2014) Common Land [Online]. Available at: http://www.naturalengland.org.uk/ourwork/ landscape/protection/historiccultural/commonland/ [Accessed 10 August 2014].
208. Ostrom, E. (1990) Governing the Commons. Cambridge, MA: Cambridge University Press.
209. Perman, R. Ma, Y., McGilvray, J. & Common, M. (2003) Natural Resource and Environmental Economics. Harlow: Pearson.
210. Schindler, J. (2012a) Rethinking the tragedy of the commons: The integration of socio-psychological dispositions. Journal of Artificial Societies and Social Simulation, 15(1), 4 [Online]. Available at: http://jasss.soc. surrey.ac.uk/15/1/4.html [Accessed 5 August 2014].
211. Schindler, J. (2012b) A simple agent-based model of the tragedy of the commons. In: Troitzsch, K., Möhring, M. & Lotzmann, U., eds, Proceedings 26th European Conference on Modelling and Simulation. Dudweiler: European Council for Modelling and Simulation [Online]. Available at: http://www.openabm.org/files/ models/3051/v1/doc/Article-Conf-Proceedings.pdf [Accessed 5 August 2014].
212. Straughton, E.A. (2008) Common Grazing in the Northern English Uplands, 1800-1965. Lewiston, New York: Edwin Mellon Press.
213. Strogatz, S. (1994) Nonlinear Dynamics and Chaos. Cambridge, MA: Westview.
214. Varian, H. (2010) Intermediate Microeconomics. Princeton: Princeton University Press.
215. Wilensky, U. (2002) NetLogo PD N-Person Iterated model. Center for Connected Learning and Computer-Based Modeling, Northwestern University, Evanston, IL [Online]. Available at: http://ccl.northwestern. edu/netlogo/models/PDN-PersonIterated [Accessed 3 January 2015].
216. Agence Nationale de la Recherché (2014) Gen* [Online] Available at: http://www.irit.fr/genstar/ [Accessed 30 December 2014].
217. Balke, T. & Gilbert, N. (2014) How do agents make decisions? A survey. Journal of Artificial Societies and Social Simulation, 17(4), p.13 [Online] Available at: http://jasss.soc.surrey.ac.uk/17/4/13.html [Accessed 30 December 2014].
218. Doran, J. & Palmer, M. (1995) The EOS Project. In: Gilbert, N. & Conte, R., eds, Artificial Societies. London: UCL Press, pp.103-125.
219. Epstein, J.M. (2006) Generative Social Science. Princeton: Princeton University Press.
220. Farmer, D. (2014) Slides presented to ESRC Conference on Diversity in Macroeconomics, University of Essex, Wivenhoe Park. [Online] Available at: http://www.acefinmod.com/docs/ESRC/Session%202/ essexMacro2.pdf [Accessed 30 December 2014].
221. Gilbert, N. (2007) Agent-based Models. London: Sage.
222. Heath, B. Hill, R. & Ciarallo, F. (2009) A survey of agent-based modeling practices (January 1998 to July 2008). Journal of Artificial Societies and Social Simulation, 12(4), p.9 [Online] Available at: http://jasss. soc.surrey.ac.uk/12/4/9.html [Accessed 30 December 2014].
223. Squazzoni, F. (2010) The impact of agent-based models in the social sciences after 15 years of incursions. History of Economic Ideas, xviii, pp.197-233.
224. Waldherr, A. & Wijermans, N. (2013) Communicating social simulation models to sceptical minds. Journal of Artificial Societies and Social Simulation, 16(4), p.13 [Online] Available at: http://jasss.soc.surrey.ac. uk/16/4/13.html [Accessed 30 December 2014].
225. Windrum, P., Fagiolo, G. & Moneta, A. (2007) Empirical validation of agent-based models: Alternatives and prospects. Journal of Artificial Societies and Social Simulation, 10(2) [Online] Available at: http://jasss. soc.surrey.ac.uk/10/2/8.html. [Accessed 5 January 2015].
226. Arthur, W.B. (2014) Complexity and the Economy. New York: Oxford University Press.
227. Boero, R., Morini, M., Sonnessa, M. & Terna, P. (2015) Agent-based Models of the Economy. London: Palgrave Macmillan.
228. Colander, D. (2006) Post Walrasian Macroeconomics. Cambridge, MA: Cambridge University Press.
229. Gilbert, N. (2007) Agent-based Models. London: Sage.
230. Helbing, D. & Kirman, A. (2013) Rethinking economics using complexity theory. Real-World Economics Review, 64, 2 July 2013, pp.23-52 [Online] Available at: http://www.paecon.net/PAEReview/issue64/HelbingKirman64.pdf [Accessed 3 January 2015].
231. Morgan, M.S. (2012) The World in the Model. Cambridge: Cambridge University Press.
232. Tesfatsion, L. & Judd, K.L. (2006) Handbook of Computational Economics. Volume 2. Amsterdam: North-Holland.
233. Epstein, J.M. (2014) Agent_Zero: Toward Neurocognitive Foundations for Generative Social Science. Princeton: Princeton University Press.
234. Epstein, J.M. & Axtell, R. (1996) Growing Artificial Societies. Social Science from the Bottom Up. Cambridge, MA: MIT Press.
235. Gilbert, N. & Troitzsch, K. (2005) Simulation for the Social Scientist. Oxford: Oxford University Press.
236. Grimm, V., Berger, U., DeAngelis, D.L., Polhill, J.G., Giske, J. & Railsback, S.F. (2010) The ODD protocol: A review and first update. Ecological Modelling, 221, pp.2760-2768.
237. Railsback, S.F. & Grimm, V. (2011) Agent-Based and Individual-Based Modeling: A Practical Introduction. Princeton: Princeton University Press.
238. Wilensky, U. & Rand, W. (2015) An Introduction to Agent-Based Modeling: Modeling Natural, Social and Engineered Complex Systems with NetLogo. Cambridge, MA: MIT Press.
239. Agent-Based Computational Economics http://www2.econ.iastate.edu/tesfatsi/ace.htm [Accessed 3 February 2015].
240. Journal of Artificial Societies and Social Simulation http://jasss.soc.surrey.ac.uk/JASSS.html [Accessed 3 February 2015].
241. NetLogo. https://ccl.northwestern.edu/netlogo [Accessed 3 February 2015].
242. Open ABM: tutorials, model library and forums run by Network for Computational Modeling for SocioEcological Science (CoMSES Net) http://www.openabm.org/ [Accessed 3 February 2015].
243. NetLogo Users Group email list. https://groups.yahoo.com/neo/groups/netlogo-users/info [Accessed 3 February 2015].
244. SIMSOC mailing list. https://www.jiscmail.ac.uk/cgi-bin/webadmin?A0=simsoc [Accessed 3 February 2015].
245. StackOverflow community. http://stackoverflow.com/questions/tagged/netlogo [Accessed 3 February 2015].
246. Artificial Economics Conferences http://www.irit.fr/AE2014/ [Accessed 31 January 2015].
247. Computational Social Science Society of the Americas (CSSSA) https://computationalsocialscience.org/ [Accessed 8 January 2015].
248. European Social Simulation Association (ESSA) http://www.essa.eu.org/ [Accessed 8 January 2015].
249. Pan-Asian Association for Agent-based Approach in Social Systems Sciences (PAAA) [Accessed 8 January 2015].