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From Theory Choice to Theory Search: The Essential Tension Between Exploration and Exploitation in Science

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Kuhn’s Structure of Scientific Revolutions - 50 Years On

Part of the book series: Boston Studies in the Philosophy and History of Science ((BSPS,volume 311))

Abstract

Early in his work Kuhn identifies a tension in science between conservativeness and innovation in theory development; that is, scientists face uncertainty in choosing between the exploitation of an existing theory or the creation of a new one. Kuhn suggests that theory choice should be based on heuristics involving common scientific virtues; however, he does not specify how those values could lead a decentralized group of scientists to collectively produce successful science. In this chapter, we introduce a model for how this process might take place. We shift the focus of rational theory choice from selecting the best among a given set of theories to finding a balance between selecting among given theories and searching for new ones. Here we show that the local interactions of rational scientists balancing the exploitation and exploration of theories results in a very robust pattern characterized by a succession of tradition-bound periods punctuated by non-cumulative breaks.

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Notes

  1. 1.

    “Even those who have followed me this far will want to know how a value-based enterprise of the sort I have described can develop as a science does, repeatedly producing powerful new techniques for prediction and control. To that question, unfortunately, I have no answer at all [….] The lacuna is one I feel acutely” (Kuhn 1977, pp. 332–333).

  2. 2.

    The insight that division of labor increases productivity by fostering specialization is as old as Adam Smith ((1776, 2003)) and marked the birth of modern economics.

  3. 3.

    It is only in the long term that these individual decisions will collectively exhaust that theory and lead to its collapse.

  4. 4.

    Each agent only knows the utility of his own theory based on his local information from the neighborhood and when a convincing attempt is made the probability of success is proportional to the utility of their respective theories.

  5. 5.

    Note that the utility of contributing to an entirely new theory is always exactly 1 because an undeveloped theory has no adopters and no production so both A and P are 0 and Eq. 8.4 always equals 1 irrespective of α.

References

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Correspondence to Rogier De Langhe .

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De Langhe, R., Rubbens, P. (2015). From Theory Choice to Theory Search: The Essential Tension Between Exploration and Exploitation in Science. In: Devlin, W., Bokulich, A. (eds) Kuhn’s Structure of Scientific Revolutions - 50 Years On. Boston Studies in the Philosophy and History of Science, vol 311. Springer, Cham. https://doi.org/10.1007/978-3-319-13383-6_8

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