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Deterministic Chaos and Computational Complexity: The Case of Methodological Complexity Reductions

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Abstract

Some problems rarely discussed in traditional philosophy of science are mentioned: The empirical sciences using mathematico-quantitative theoretical models are frequently confronted with several types of computational problems posing primarily methodological limitations on explanatory and prognostic matters. Such limitations may arise from the appearances of deterministic chaos and (too) high computational complexity in general. In many cases, however, scientists circumvent such limitations by utilizing reductional approximations or complexity reductions for intractable problem formulations, thus constructing new models which are computationally tractable. Such activities are compared with reduction types (more) established in philosophy of science.

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REFERENCES

  • Blum, L., Shub, M. and Smale, S.: 1989, 'On a Theory of Computation and Complexity over the Real Numbers:NPCompleteness, Recursive Functions and Universal Machines', Bulletin of the American Mathematical Society 21, 1–46.

    Article  Google Scholar 

  • Costa, N. C. A. da, and Doria, F. A.: 1991, 'Undecidability and Incompleteness in Classical Mechanics', International Journal of Theoretical Physics 30, 1041–1073.

    Article  Google Scholar 

  • Costa, N. C. A. da, and Doria, F. A.: 1994a, 'Suppes Predicates and the Construction of Unsolvable Problems in the Axiomatized Sciences,' in: P. Humphreys (ed.), Patrick Suppes: Scientific Philosopher, Kluwer Academic Publishers, Dordrecht/Boston/London, Vol. 2, pp. 151–193.

    Google Scholar 

  • Costa, N. C. A. da, and Doria, F. A.: 1994b, 'G¨odel Incompleteness in Analysis, with an Application to the Forecasting Problem in the Social Sciences', Philosophia Naturalis 31, 1–24.

    Google Scholar 

  • Costa, N. C. A. da, Doria, F. A. and Furtado do Amaral, A. F.: 1993, 'Dynamial SystemsWhere Proving Chaos Is Equivalent to Proving Fermat's Conjecture', International Journal of Theoretical Physics 32, 2187–2206.

    Article  Google Scholar 

  • Coven, E., Kan, I., and Yorke, J. A.: 1988, 'PseudoOrbit Shadowing in the Familiy of Tent Maps', Transactions of the American Mathematical Society 308, 227–241.

    Article  Google Scholar 

  • Haken, H.: 1990, Synergetik, Eine Einf¨uhrung. Nichtgleichgewichts-Phasenübergänge und Selbstorganisation in Physik, Chemie und Biologie, Springer, Berlin/Heidelberg/New York.

    Google Scholar 

  • HoyningenHuene, P.: 1992, 'On the Way to a Theory of Antireductionist Arguments', in: A. Beckermann, H. Flohr, J. Kim (eds.), Emergence or Reduction? Essays on the Prospects of Nonreductive Physicalism, de Gruyter, Berlin/New York, pp. 289–301.

    Google Scholar 

  • Kowalski, M. A. and Sielski, W.: 1988, 'Approximation of Smooth Periodic Functions in Several Variables', Journal of Complexity 4, 356–372.

    Article  Google Scholar 

  • Laidler, K. J.: 1985, 'Chemical Kinetics and the Origins of Physical Chemistry', Archive for History of Exact Sciences 32, 43–75.

    Article  Google Scholar 

  • Leiber, T.: 1996a, 'Chaos, Berechnungskomplexit¨at und Physik: Neue Grenzen wissenschaftlicher Erkenntnis?' Philosophia Naturalis 33, 23- 54. Leiber, T.: 1996b, Kosmos, Kausalit ¨at und Chaos. Naturphilosophische, erkenntnistheoretische und wissenschaftstheoretische Perspektiven, Ergon Verlag, Würzburg.

    Google Scholar 

  • Leiber, T.: 1998, 'On the Actual Impact of Deterministic Chaos', Synthese 113(3) (in press).

  • Mainzer, K.: 1997, Thinking in Complexity. The Complex Dynamics of Matter, Mind and Mankind, Springer, Heidelberg/New York/Tokyo.

    Google Scholar 

  • Pearce, D.: 1982, 'Logical Properties of the Structuralist Concept of Reduction', Erkenntnis 18, 307–333.

    Article  Google Scholar 

  • Peitgen, H.O., Jürgens, H., Saupe, D.: 1994, Chaos - Bausteine der Ordnung, KlettCotta/ Springer, Stuttgart/Berlin/Heidelberg/New York.

    Google Scholar 

  • Sarkar, S.: 1992, 'Models of Reduction and Categories of Reductionism', Synthese 91, 167–194.

    Article  Google Scholar 

  • Scheibe, E.: 1993, 'A Theory of Reduction in Physics', in: J. Earman, A. I. Janis, G. J. Massey, N. Rescher (eds.), Philosophical Problems of the Internal and External Worlds: Essays on the Philosophy of Adolf Grünbaum, University of Pittsburgh Press, Pittsburgh, pp. 249–271.

    Google Scholar 

  • Thomas, H. and Leiber, T.: 1994, 'Determinismus und Chaos in der Physik', in:K. Mainzer, W. Schirmacher (Hrsg.), Quanten, Chaos und D¨amonen. Erkenntnistheoretische Aspekte der modernen Physik, B.I.Wissenschaftsverlag, Mannheim, pp. 147–207.

    Google Scholar 

  • Traub, J. F., Wasilkowski, G. W., and Woźniakowski, H.: 1988, InformationBased Complexity, Academic Press, New York.

    Google Scholar 

  • Wershulz, A. G.: 1991, The Computational Complexity of Differential and Integral Equations, Oxford University Press, Oxford.

    Google Scholar 

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Leiber, T. Deterministic Chaos and Computational Complexity: The Case of Methodological Complexity Reductions. Journal for General Philosophy of Science 30, 139–141 (1999). https://doi.org/10.1023/A:1008209231777

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