Skip to main content

A Guided Tour of the Backside of Agent-Based Simulation

  • Chapter
  • First Online:
Realistic Simulation of Financial Markets

Part of the book series: Evolutionary Economics and Social Complexity Science ((EESCS,volume 4))

Abstract

Agent-based simulation brings a host of possibilities for the future of economics. It provides a new analytical tool for both economics and mathematics. For a century and a half, mathematics has been the major tool of theoretical analysis in economics. It has provided economics with logic and precision, but economics is now suffering; economics in the twentieth century made this clear. Theorists know that the theoretical framework of economics is not sound and its foundations are fragile. Many have tried to sidestep this theoretical quagmire and failed. Limits of mathematical analysis force theorists to adopt mathematically tractable formulations, though they know these formulations contradict reality. This demonstrates how economics lacks a tool of analysis that is well suited to analyzing the economy’s complexity. Agent-based simulation has the potential to save economics from this dead end and can contribute to reconstructing economics from its very foundations. Achieving this mission requires those engaging in agent-based simulation to have an in-depth understanding of economics based on its critical examinations. This guided tour leads readers around the backside of economics, tells what is wrong with economics and what is needed for its reconstruction, and provides hints for a new direction open to incorporation of agent-based simulation.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 84.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 109.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Similar content being viewed by others

Notes

  1. 1.

    Gray [27] states that data-centered science can count as the fourth paradigm in methods of scientific research. I will discuss this matter in Sect. 1.4.

  2. 2.

    Heller [36] provided a strong testimony. Although he was against it, he recognized the existence of “our current fashion of telling the world what’s wrong with economics.” He cited names such as J.K. Galbraith, W. Leontief, F. Hahn, G.D.N. Worswick, E.H. Phelps Brown, J.H. Blackman, S. Maizel, B. Bergman, G. Myrdal, R. Heilbroner, and P. Sweezy among those who had publicly deplored the dismal state of our science. See the Introduction to Sect. 1.2 for a rough summary.

  3. 3.

    Cited in an article in The Economist (June 11 2009). The original statement was expressed a bit differently [46, 14th minute in the video].

  4. 4.

    See Footnote 2 for many other names.

  5. 5.

    This assumption is not often mentioned but, in my opinion, it is the most critical one.

  6. 6.

    In the original text, the italic “capital” is in quotation marks.

  7. 7.

    The Symposium included five papers and featured contributions from L. Pasinetti, D. Levhari, P.A. Samuelson, M. Morishima, M. Bruno, E. Burmeister, E. Sheshinski, and P. Garegnani. P.A. Samuelson summed it up.

  8. 8.

    A topic not addressed here is the aggregation problem. See [23].

  9. 9.

    Two originators of RBC theory, Prescott and Kydland, were awarded the Nobel Memorial Prize in Economic Sciences for 2004.

  10. 10.

    Soros started the Institute for New Economic Thinking just after the Lehman collapse. Many eminent economists are collaborating on the institute.

  11. 11.

    The “marginal cost controversy” was different. It was an issue mainly in the United Kingdom. The concern was the pricing of the products of a public firm whose average cost is decreasing. The study started before World War II and took the form of a controversy after the war. One of the main proponents was R.H. Coase. See [28, 57] for a German Controversy.

  12. 12.

    A basic observation of evolutionary economics is that important categories of the economy, such as commodities, economic behavior, production techniques, and institutions, evolve. Economics itself evolves as part of our knowledge. See [78].

  13. 13.

    There is a widespread misunderstanding that Sraffa recommended building a new theory of incomplete or monopolistic competition; Sraffa recommended a new conception of competition. As he explicitly stated, the concept of imperfections constituted by frictions was “fundamentally inadmissible” [88, p.542].

  14. 14.

    It would be convenient to call this principle Sraffa’s principle . This is the firm-level expression of Keynes’ principle of effective demand .

  15. 15.

    Those seeking more information about the flaws of mainstream economics can read, for example, [2, 42]. Also see [8]. These offer a wide scope for a new economics not based on equilibrium analysis.

  16. 16.

    A set-valued function or a correspondence f from X to Y is defined as upper hemicontinuous when the set {(x, y)∣y ∈ f(x)} is closed in X × Y.

  17. 17.

    We now know that a majority of instances have a rapidly solvable algorithm that gives the maximal solution. Unfortunately, these algorithms are not usable except for a specific class of instances. Any known general algorithm has an estimated exponential time.

  18. 18.

    Debreu’s formulation is slightly different from that of Sonnenschein. The definition of the ε-trimmed price set is revised to adapt to the new formulation.

  19. 19.

    Study and discussion on the testability of GET seem futile, for it is too influenced by positivist science philosophy à la Milton Friedman. Tests and refutation of a theory are not confined to the aggregate results. We can question micro-behavioral assumptions and logical consistency. See [64] for a history of these discussions.

  20. 20.

    Increasing returns sometimes indicate the phenomenon in which production techniques improve and the cost of production decreases. This is the dynamic notion of increasing returns. Increasing returns here concern the phenomenon in which cost decreases without any change in production techniques. This is the static notion of increasing returns. The theoretical difficulty with regard to increasing returns to scale belongs to the static notion.

  21. 21.

    When y and Y are, respectively, the production vector and the production possibility set of a firm and p the market price, voluntary trading for the firm is defined as a condition wherein the price vector p and production vector y satisfy the condition p ∈ VT(y), where \(V T(\mathbf{y}) =\{ \mathbf{p} \in R^{N}\mid \mathbf{p} \cdot \mathbf{y} \geq \mathbf{p} \cdot \mathbf{y}'\ \mbox{ for all}\ \mathbf{y}' \in Y \ \mbox{ such that}\ \mathbf{y}' \leq \mathbf{y}_{+}\}\) and y + denotes the vector in R N with coordinates \(\max \{0,y^{j_{h}}\}(h = 1,\ldots,N)\).

  22. 22.

    See Shiozawa [79] and subsequent papers [8082]. They explain why intra-industry specialization occurs within a general framework of Ricardian trade theory.

  23. 23.

    Hayek [34] used this phrase after J.W.N. Watkins’s suggestion. See [7, p. 54] for more information.

  24. 24.

    In view of the Sonnenschein-Mantel-Debreu theorem, it will not be easy to generalize this assumption.

  25. 25.

    See Sect. 2.3 for a short overview of this movement.

  26. 26.

    Curiously, this claim was typically advanced by economists in the Austrian tradition. See von Mises [59]. Machlup in the marginalist controversy belongs to this tradition.

  27. 27.

    Evidently, the new mathematics was helped by the arrival of computers.

  28. 28.

    Explanations of the first two paradigms are different from mine. Gray explains that empirical study started a thousand years ago, whereas the “theoretical branch” started a few centuries ago.

  29. 29.

    We are preparing a new book on process analysis based on this principle: Microfoundations of Evolutionary Economics (to appear in the same series as this book).

  30. 30.

    The three-type classification of limits of human abilities was inspired by Jacob von Üexküll’s idea of a “functional cycle” [92]. This was discussed at length in my book The Science of the Market Order (in Japanese) [76, Chap. 11, “Human Behavior in a Complex World”] . See also [78, §6].

  31. 31.

    In [78], I pointed out five categories: commodities, technology, institutions, economic behaviors, and knowledge. Later, I added two categories: organizations and systems.

References

  1. F. Ackerman, K. Gallagher, Mixed signals: market incentives, recycling, and the price spike of 1995. Resour. Conserv. Recycl. 35 (4), 275–295 (2002)

    Article  Google Scholar 

  2. F. Ackerman, A. Nadal et al., The Flawed Foundations of General Equilibrium: Critical Essays on Economic Theory (Routledge, London/New York, 2004)

    Google Scholar 

  3. A.A. Alchian, Uncertainty, evolution, and economic theory. J. Polit. Econ. 58 (3), 211–221 (1950)

    Article  Google Scholar 

  4. H. Apel, Marginal cost constancy and its implications. Am. Econ. Rev. 38 (5), 870–885 (1948)

    Google Scholar 

  5. K.J. Arrow, G. Debreu, Existence of an equilibrium for a competitive economy. Econometrica 22 (3), 265–290 (1954)

    Article  Google Scholar 

  6. K. Arrow, Beyond general equilibrium, in Complexity: Metaphors, Models and Reality, ed. by G.A. Cowan, D. Pines, D. Meltzer (Addison-Wesley, Reading, 1994)

    Google Scholar 

  7. F. Barbieri, Complexity and the Austirans. Filosofia de la Economia 1 (1), 47–69 (2013)

    Google Scholar 

  8. E.D. Beinhocker, The Origin of Wealth: Evolution, Complexity, and the Radical Remaking of Economics (Harvard Business School Press, Boston, 2006)

    Google Scholar 

  9. J. Birner, The Cambridge Controversies in Capital Theory: A Study in the Logic of Theory Development (Routledge, London/New York, 2002)

    Book  Google Scholar 

  10. R.L. Bishop, Cost discontinuities, declining costs, and marginal analysis. Am. Econ. Rev. 38 (3), 607–617 (1948)

    Google Scholar 

  11. O. Blanchard, The state of macro. Annu. Rev. Econ. 1, 209–228. A draft paper appeared in August 2008 as a NBER Working Paper (2009). http://www.nber.org/papers/w14259.pdf

    Google Scholar 

  12. J.M. Buchanan, Y.J. Yoon, The Return to Increasing Returns (University of Michigan Press, Ann Arbor, 1994)

    Book  Google Scholar 

  13. E. Burmeister, The capital theory controversy (Chapter 7), in Critical Essays on Piero Sraffa’s Legacy in Economics, ed. by H. Kurtz (Cambridge University Press, Cambridge/New York, 2000), pp. 305–314

    Chapter  Google Scholar 

  14. J.H. Clapham, Of empty economic boxes. Econ. J. 32 (127), 305–314 (1922)

    Article  Google Scholar 

  15. A.J. Cohen, G.C. Harcourt, Retrospectives: whatever happened to the Cambridge capital theory controversies? J. Econ. Perspect. 17 (1), 199–214 (2003)

    Article  Google Scholar 

  16. D. Colander, P. Howitt, A. Kirman, A. Leijonhufvud, P. Mehrling, Beyond DSGE models: toward an empirically based macroeconomics. Am. Econ. Rev. 98 (2), 236–240 (2008)

    Article  Google Scholar 

  17. G. Debreu, Excess demand functions. J. Math. Econ. 1, 15–23 (1974)

    Article  Google Scholar 

  18. P. Dehez, J. Dréze, Competitive equilibria with quantity-taking producers and increasing returns to scale. J. Math. Econ. 17 (2–3), 209–230 (1988)

    Article  Google Scholar 

  19. A.K. Dixit, J.E. Stiglitz, Monopolistic competition and optimum product diversity. Am. Econ. Rev. 67 (3), 297–308 (1977)

    Google Scholar 

  20. M. Dobb, Theories in Value and Distribution Since Adam Smith: Ideology and Economic Theory (Cambridge University Press, Cambridge/New York, 1973)

    Book  Google Scholar 

  21. W.J. Eiteman, Factors determining the location of minimum cost. Am. Econ. Rev. 36 (5), 910–918 (1947)

    Google Scholar 

  22. W.J. Eiteman, G. Guthrie, The shape of the average cost curve. Am. Econ. Rev. 43 (5), 832–838 (1952)

    Google Scholar 

  23. J. Felipe, F.M. Fisher, Aggregation in production functions: what applied economists should know. Metroeconomica 54 (2–3), 208–262 (2003)

    Article  Google Scholar 

  24. M. Friedman, The methodology of positive economics, in Essays in Positive Economics, ed. by M. Friedman (University of Chicago Press, Chicago, 1953)

    Google Scholar 

  25. T. Fujimoto, Y. Shiozawa, Inter and intras company competition in the age of global competition: a micro and macro internpretation of ricarian trade theory. Evol. Inst. Econ. Rev. 8 (1), 1–37; 8 (2), 193–231 (2011–2012)

    Google Scholar 

  26. R.A Gordon, Short period price determination in the theory and practice. Am. Econ. Rev. 38 (3), 265–288 (1948)

    Google Scholar 

  27. J. Gray, Jim Gray on eScience: A Transformed Scientific Method, in [37], pp. xvii–xxxi

    Google Scholar 

  28. E. Gutenberg, Über den Verlauf von Kostenkurven und seine Begrunddung. Zeitschrift fÃijr handelswissenschaftliche Forschung 5, 1–35 (1953)

    Google Scholar 

  29. F. Hahn, Winter of our discontent. Economica 40 (159), 322–330 (1973). New Series

    Google Scholar 

  30. W.W. Haines, Capacity production and the least cost point. Am. Econ. Rev. 38 (3), 617–624 (1948)

    Google Scholar 

  31. W.W. Haines, The least cost point: reply. Am. Econ. Rev. 49 (6), 1287–1289 (1949)

    Google Scholar 

  32. A.H. Hansen, Cost functions and full employment. Am. Econ. Rev. 37 (4), 552–565 (1947)

    Google Scholar 

  33. G.C. Harcourt, Some Cambridge Controversies in the Capital Theory (Cambridge University Press, Cambridge/New York, 1972)

    Book  Google Scholar 

  34. F. Hayek, The theory of complex phenomena (Chapter 22), in The Critical Approach to Science and Philosophy: Essays in Honor of Karl R. Popper, ed. by M.A. Bunge (Transaction Publishers, New Brunswick, 1999), pp. 332–349. Originally published by The Free Press, New York, 1964

    Google Scholar 

  35. R.B. Heflebower, Full-cost, cost changes, and prices, in business concentration and price policy, in A Conference of the Universities-National Bureau Committee for Economic Research (Princeton University Press, Princeton, 1955)

    Google Scholar 

  36. W.W. Heller, What’s wright with economics? Am. Econ. Rev. 65 (1), 1–26 (1975)

    Google Scholar 

  37. T. Hey, S. Tansley, K. Tolle (eds.), The Fourth Paradigm: Data-Intensive Scientific Discovery (Microsoft Research, Redmond, 2009)

    Google Scholar 

  38. J.R. Hicks, The Crisis in Keynesian Economics (Clarendon Press, Oxford, 1974)

    Google Scholar 

  39. A. Ichikawa, In Pursuit of Breakthroughs (in Japanese: Bureikusūru no tameni), Ohmusha (1996)

    Google Scholar 

  40. N. Kaldor, The irrelevance of equilibrium economics. Econ. J. 82, 1237–1252 (1972)

    Article  Google Scholar 

  41. F. Katona, Psychological Analysis of Economic Behavior (McGraw-Hill, New York, 1951)

    Google Scholar 

  42. S. Keen, Debunking Economics – Revised and Expanded Version: The Naked Emperor Dethroned? (Zed Books, London, 2011)

    Google Scholar 

  43. J.M. Keynes, The General Theory of Employment, Interest, and Money (Macmillan Cambridge University Press, Cambridge, for Royal Economic Society, 1936)

    Google Scholar 

  44. J. Kornai, Anti-Equilibrium: On Economic Systems Theory and the Tasks of Research (North-Holland, Amsterdam, 1971)

    Google Scholar 

  45. P. Krugman, Increasing returns, monopolistic competitions, and international trade. J. Int. Econ. 9, 469–80 (1979)

    Article  Google Scholar 

  46. P. Krugman, The Return of Depression Economics Part 3: The Night they Reread Minsky. A Lecture made on 10 June 2009 at London School of Economics and Policy (2009)

    Google Scholar 

  47. B. LeBaron, L. Tesfatsion, Modeling macroeconomies as open-ended dynamic systems of interacting agents. Am. Econ. Rev. 98 (2), 246–250 (2008)

    Article  Google Scholar 

  48. A. Leijonhufvud, Life among the econ. Econ. Inq. 11 (3), 327–337 (1973)

    Article  Google Scholar 

  49. W.W. Leontief, Theoretical assumptions and nonobservable facts. Am. Econ. Rev. 61, 1–7 (1971)

    Google Scholar 

  50. R.A. Lester, Shortcomings of marginal analysis for wage-employment problems. Am. Econ. Rev. 36 (1), 63–82 (1946)

    Google Scholar 

  51. R.A. Lester, Equilibrium of the firm. Am. Econ. Rev. 49 (2), 478–484 (1949)

    Google Scholar 

  52. D. Levhari, A nonsubstitution theorem and switching of techniques. Q. J. Econ. 79 (1), 98–105 (1965)

    Article  Google Scholar 

  53. T.Y. Li, J.A. Yorke, Period three implies chaos. Am. Math. Mon. 82 (10), 985–992 (1975)

    Article  Google Scholar 

  54. C. Lynch, Jim Gray’s Paradigm and the Constitution of the Scientific Record, in [37], pp. 177–183

    Google Scholar 

  55. F. Machlup, Marginal analysis and empirical research. Am. Econ. Rev. 36 (4), 519–554 (1946)

    Google Scholar 

  56. R. Mantel, On the characterization of aggregate excess demand. J. Econ. Theory 7, 348–53 (1974)

    Article  Google Scholar 

  57. K. Mellerowicz, Kostenkurven und Ertragsgesetz, Zu Gutenbergs These über Verlauf von Kostenkurven. Zeitschrift fÃijr Betriebswirtschaft 6, 345 ff. (1953)

    Google Scholar 

  58. H. Mintzberg, The Nature of Managerial Work (Harper & Row, New York, 1973)

    Google Scholar 

  59. L. von Mises, Human Action: A Treatise on Economics. The Numbers in Citations Show the Paragraphs of the Library of Economics and Liberty (Yale University Press, New Haven, 1949)

    Google Scholar 

  60. M. Morishima, Walras’s Economics: A Pure Theory of Capital and Money (Cambridge University Press, Cambridge/New York, 1977)

    Google Scholar 

  61. E.H. Phelps Brown, The underdevelopment of economics. Econ. J. 82 (325), 1–10 (1972)

    Article  Google Scholar 

  62. A.C. Pigou, Empty economic boxes: a reply. Econ. J. 32 (128), 458–465 (1922)

    Article  Google Scholar 

  63. A.C. Pigou, Those empty boxes. Econ. J. 34 (133), 30–31 (1924)

    Article  Google Scholar 

  64. S.A.T. Rizvi, The Sonnenschein-Mantel-Debreu results after thirty years. Hist. Polit. Econ. 38, 228–245 (2006)

    Article  Google Scholar 

  65. L. Robbins, An Essay on the Nature and Significance of Economic Science (Macmillan, London, 1932)

    Google Scholar 

  66. D. Robertson, Those empty boxes. Econ. J. 34 (133), 16–31 (1924)

    Article  Google Scholar 

  67. J. Robinson, The second crisis of economic theory. Am. Econ. Rev. 62, 1–10 (1972)

    Google Scholar 

  68. J. Robinson, History versus Equilibrium. Thames Papers in Political Economy (Thames Polytechnic, London, 1978/1974). Reprinted as Ch. 12 in Robinson [69]

    Google Scholar 

  69. J. Robinson, Contributions to Modern Economics (Blackwell, Oxford, 1978)

    Google Scholar 

  70. P. Romer, Endogenous technological change. J. Polit. Econ. 98 (5), S71–S102 (1990)

    Article  Google Scholar 

  71. P.A. Samuelson, Parable and realism in capital theory: the surrogate production function. Rev. Econ. Stud. 29 (3), 193–206 (1962)

    Article  Google Scholar 

  72. P.A. Samuelson, and others, Paradoxes in capital theory: a symposium. Q. J. Econ. 80 (4), 503–583 (1966)

    Google Scholar 

  73. H.E. Scarf, Note on the core of a production economy, in: Contributions to Mathematical Economics: in Honor of Gerard Debreu, ed. by Hildenbrand, Mas-Colell, Chapter 21 (North-Holland, Amsterdam/New York, 1986), pp. 401–429

    Google Scholar 

  74. W. Shafer, H. Sonnenschein, Market demand and excess demand functions, in: Handbook of Mathematical Economics, ed. by K. Arrow, M. Intriligator, vol. II (North-Holland, Amsterdam/New York, 1982)

    Google Scholar 

  75. Y. Shiozawa, The primacy of staionarity: a case against general equilibrium theory. Osaka City Univ. Econ. Rev. 24 (1), 85–110 (1989)

    Google Scholar 

  76. Y. Shiozawa, The Science of the Market Order (in Japanese: Shijō no Chitsujogaku), Chikuma Shobō, Tokyo (1990)

    Google Scholar 

  77. Y. Shiozawa, Economics and accounting: a comparison between philosophical backgrounds of the two disciplines in view of complexity theory. Account. Audit. Account. J. 12 (1), 19–38 (1999)

    Article  Google Scholar 

  78. Y. Shiozawa, Evolutionary economics in the 21st century: a manifest. Evol. Inst. Econ. Rev. 1 (1), 4–47 (2004)

    Article  Google Scholar 

  79. Y. Shiozawa, A new construction of ricardian trade theory–a many-country, many-commodity case with intermediate goods and choice of techniques. Evol. Inst. Econ. Rev. 3 (2), 141–187 (2007)

    Article  Google Scholar 

  80. Y. Shiozawa, A Final Solution of Ricardo Problem on International Values (in Japanese: Rikādo bōeki mondai no saishū kaiketsu) Iwanami Shoten, Tokyo (2014)

    Google Scholar 

  81. Y. Shiozawa, The revival of classical theory of values, in A Paper Presented at Ricardo Conference, 11 Sept 2014 (Waseda University, Tokyo, 2014)

    Google Scholar 

  82. Y. Shiozawa, On Ricardo’s two rectification problems, in A paper presented at the Japan Society of Political Economy Annual Conference, 25 Oct 2014 (Hannan University, Osaka, 2014)

    Google Scholar 

  83. Y. Shiozawa, Y. Nakajima, H. Matsui, Y. Koyama, T. Taniguchi, F. Hashimoto, Artificial Market Experiments with the U-Mart System (Springer, Tokyo/London, 2008)

    Google Scholar 

  84. Y. Shiozawa, K. Taniguchi, M. Morioka, Microfoundations of Evolutionary Economics (Springer Japan, Forthcoming). To be published in 2016

    Google Scholar 

  85. H.A. Simon, Administrative Behavior: A Study of Decision-Making Process in Administrative Organizations, 3rd edn. 1976, 4th edn. 1997 (Macmillan, New York, 1945)

    Google Scholar 

  86. H.A. Simon, Models of Bounded Rationality: Economic Analysis and Public Policy, vol. 1, New edn. (MIT, Cambridge, 1984)

    Google Scholar 

  87. H. Sonnenschein, Do Walras’ identity and continuity characterize the class of community excess demand functions? J. Econ. Theory 6, 345–54 (1973)

    Article  Google Scholar 

  88. P. Sraffa, On laws on returns under competitive conditions. Econ. J. 36 (144), 535–550 (1926)

    Article  Google Scholar 

  89. P. Sraffa, Production of Commoidties by Means of Commodities (Cambridge University Press, Cambridge, Great Britain, 1960)

    Google Scholar 

  90. G.L. Stigler, Professor Lester and the marginalists. Am. Econ. Rev. 37 (1), 154–157 (1947)

    Google Scholar 

  91. J.E. Stiglitz, The contributions of the economics of information to twentieth century economics. Q. J. Econ. 115 (4), 1441–1478 (2000)

    Article  Google Scholar 

  92. J. von Uexküll, A Stroll Through the Worlds of Animals and Men: A Picture Book of Invisible Worlds (Ed. and transl. by Claire H. Schiller with pictures by Krisat) (International Universities Press, New York), pp. 5–80. Reprinted in Semiotica 89 (4), 277–391. Originally published in German in 1934. Japanese editions: 1973 and 2005 in Iwanami Bunko (1957)

    Google Scholar 

  93. D. Warsh, Knowledge and the Wealth of Nations: A Story of Economic Discovery, A Story of Economic Discovery (W.W. Norton, New York, 2007). Paperback Edtion: 2007

    Google Scholar 

  94. G.D.N. Worwick, Is progress in economics science possible? Econ. J. 82, 73–86 (1972)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Yoshinori Shiozawa .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2016 Springer Japan

About this chapter

Cite this chapter

Shiozawa, Y. (2016). A Guided Tour of the Backside of Agent-Based Simulation. In: Kita, H., Taniguchi, K., Nakajima, Y. (eds) Realistic Simulation of Financial Markets. Evolutionary Economics and Social Complexity Science, vol 4. Springer, Tokyo. https://doi.org/10.1007/978-4-431-55057-0_1

Download citation

Publish with us

Policies and ethics