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Published in: Minds and Machines 3/2008

01-09-2008

Explanation in Dynamical Cognitive Science

Author: Joel Walmsley

Published in: Minds and Machines | Issue 3/2008

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Abstract

In this paper, I outline two strands of evidence for the conclusion that the dynamical approach to cognitive science both seeks and provides covering law explanations. Two of the most successful dynamical models—Kelso’s model of rhythmic finger movement and Thelen et al.’s model of infant perseverative reaching—can be seen to provide explanations which conform to the famous explanatory scheme first put forward by Hempel and Oppenheim. In addition, many prominent advocates of the dynamical approach also express the provision of this kind of explanation as a goal of dynamical cognitive science. I conclude by briefly outlining two consequences. First, dynamical cognitive science’s explanatory style may strengthen its links to the so-called “situated” approach to cognition, but, secondly, it may also undermine the widespread intuition that dynamics is related to emergentism in the philosophy of mind.

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Footnotes
1
Pope (1903, p. 142), lines 35–29. Quoted in Kelso (2003).
 
2
Globus (1992); Skarda and Freeman (1987); Foss (1992).
 
3
Busemeyer and Townsend (1993); Thelen and Smith (1994).
 
4
Brooks (1991); Beer (1995); Bedau (1997).
 
5
Van Gelder (1995, 1997a, 1997b, 1998); Bechtel (1998); Clark (1997); Horgan and Tienson (1992, 1994, 1996).
 
6
Thompson (2007).
 
7
Tschacher and Haken (2007).
 
8
Kelso (2003, p. 46).
 
9
Kelso (1995, p. 49).
 
10
See Van Gelder (1999) for a good summary.
 
11
Thelen and Smith (1994), Thelen et al. (2001).
 
12
van Gelder (1998, p. 625). My emphasis.
 
13
Ibid.
 
14
Ibid.
 
15
Clark (1997, p. 119).
 
16
Bechtel (1998, p. 311).
 
17
Bechtel and Abrahamsen (2002, p. 267).
 
18
Putting it like this makes it clear why such explanations are sometimes called “deductive-nomological” explanations. Bill Seager has suggested that “covering law” explanation might be construed as a broader category than “deductive-nomological” if the former is intended to cover deduction from statistical and probabilistic laws whereas the latter is not. Since I am more interested in the deductive form of the explanation than the content of the laws, I shall use the former, broader, phrase.
 
19
Hempel and Oppenheim say that initial conditions aren’t necessary so that cases where one law is deduced from another count as explanations. So, suppose one asked a question such as “Why is Boyle’s law such that p = k(v/t)?” An answer would show how p = k(v/t) is derived from a law of statistical thermodynamics. Even though the answer does not mention any initial conditions, Hempel and Oppenheim still want this to count as an explanation (i.e., an answer to the explanation-seeking question).
 
20
Hempel (1965, p. 337). Italics in original. Note how this description assimilates explanation and prediction.
 
21
All four quotations are from Hempel and Oppenheim (1948, p. 137).
 
22
Ibid., p. 138.
 
23
I owe this point to Kukla (2001) who writes: “an experiment may be defined as an arrangement whereby the antecedent of a counterfactual is satisfied, whereupon we can observe whether the consequent falls into line.” (p. 48).
 
24
Thelen et al. (2001, p. 1).
 
25
Van Gelder (1991, p. 500).
 
26
Ibid.
 
27
Van Gelder and Port (1995, p. 14).
 
28
Ibid., p. 19.
 
29
Clark (1997, p. 100).
 
30
Ibid., p. 115.
 
31
Holland (1998, p. 45).
 
32
Carruthers (2004, p. 159).
 
33
We might want to say that the height of the flagpole explains the length of the shadow, but we would not normally want to say that the length of the shadow explains the height of the flagpole. The covering law model offers no way to distinguish between the two with the former being the genuine explanation.
 
34
Consider the following (covering law) explanation: All males who take birth control pills regularly do not get pregnant, John Jones takes birth control pills regularly, therefore John Jones does not get pregnant. Such an argument conforms to a covering law scheme, but we would not normally want to say that the premises are a good explanation of why John Jones fails to get pregnant.
 
35
Van Gelder (1991, p. 500).
 
36
Thanks to Christian Lacroix for pointing this out.
 
37
Kim (1999, p. 17).
 
38
Bird (1999, p. 17).
 
39
Glymour (2007).
 
40
See, for example, Chemero (2001).
 
Literature
go back to reference Bechtel, W. (1998). Representations and cognitive explanations: assessing the dynamicist’s challenge in cognitive science. Cognitive Science, 22(3), 295–318.CrossRef Bechtel, W. (1998). Representations and cognitive explanations: assessing the dynamicist’s challenge in cognitive science. Cognitive Science, 22(3), 295–318.CrossRef
go back to reference Bechtel, W., & Abrahamsen, A. (2002). Connectionism and the mind (2nd ed.). Oxford: Blackwell. Bechtel, W., & Abrahamsen, A. (2002). Connectionism and the mind (2nd ed.). Oxford: Blackwell.
go back to reference Bedau, M. (1997). Emergent models of supple dynamics in life and mind. Brain and Cognition, 34, 5–27.CrossRef Bedau, M. (1997). Emergent models of supple dynamics in life and mind. Brain and Cognition, 34, 5–27.CrossRef
go back to reference Beer, R. (1995). A dynamical systems perspective on agent-environment interaction. Artificial Intelligence, 72, 173–215.CrossRef Beer, R. (1995). A dynamical systems perspective on agent-environment interaction. Artificial Intelligence, 72, 173–215.CrossRef
go back to reference Brooks, R. (1991). Intelligence without representation. Artificial Intelligence, 47, 139–159.CrossRef Brooks, R. (1991). Intelligence without representation. Artificial Intelligence, 47, 139–159.CrossRef
go back to reference Busemeyer, J., & Townsend, J. T. (1993). Decision field theory: a dynamic-cognitive approach to decision making in an uncertain environment. Psychological Review, 100, 432–459 Busemeyer, J., & Townsend, J. T. (1993). Decision field theory: a dynamic-cognitive approach to decision making in an uncertain environment. Psychological Review, 100, 432–459
go back to reference Carruthers, P. (2004). Reductive explanation and the explanatory gap. Canadian Journal of Philosophy, 34(2), 153–173. Carruthers, P. (2004). Reductive explanation and the explanatory gap. Canadian Journal of Philosophy, 34(2), 153–173.
go back to reference Chemero, A. (2001). Dynamical explanation and mental representation. Trends in Cognitive Science, 5(4), 141–142.CrossRef Chemero, A. (2001). Dynamical explanation and mental representation. Trends in Cognitive Science, 5(4), 141–142.CrossRef
go back to reference Clark, A. (1997). Being there: Putting brain, body and world together again. Cambridge, MA: MIT Press. Clark, A. (1997). Being there: Putting brain, body and world together again. Cambridge, MA: MIT Press.
go back to reference Foss, J. (1992). Introduction to the epistemology of the brain: Indeterminacy, micro-specificity, chaos, and openness. Topoi, 11, 45–57.CrossRef Foss, J. (1992). Introduction to the epistemology of the brain: Indeterminacy, micro-specificity, chaos, and openness. Topoi, 11, 45–57.CrossRef
go back to reference Globus, G. (1992). Toward a noncomputational cognitive science. Journal of Cognitive Neuroscience, 4, 299–310.CrossRef Globus, G. (1992). Toward a noncomputational cognitive science. Journal of Cognitive Neuroscience, 4, 299–310.CrossRef
go back to reference Glymour, B. (2007). In defence of explanatory deductivism. In J. K. Campbell, M. O’Rourke & H. Silverstein (Eds.), Causation and explanation. Cambridge, MA: MIT Press. Glymour, B. (2007). In defence of explanatory deductivism. In J. K. Campbell, M. O’Rourke & H. Silverstein (Eds.), Causation and explanation. Cambridge, MA: MIT Press.
go back to reference Haken, H., Kelso, J. A. S., & Bunz, H. (1985). A theoretical model of phase transitions in human hand movements. Biological Cybernetics, 51, 347–356.MATHCrossRefMathSciNet Haken, H., Kelso, J. A. S., & Bunz, H. (1985). A theoretical model of phase transitions in human hand movements. Biological Cybernetics, 51, 347–356.MATHCrossRefMathSciNet
go back to reference Hempel, C. G. (1965). “Aspects of Scientific Explanation” in his aspects of scientific explanation and other essays in the philosophy of science. New York: Free Press Hempel, C. G. (1965). “Aspects of Scientific Explanation” in his aspects of scientific explanation and other essays in the philosophy of science. New York: Free Press
go back to reference Hempel, C. G., & Oppenheim, P. (1948). Studies in the logic of explanation. Philosophy of Science, 15, 135–175.CrossRef Hempel, C. G., & Oppenheim, P. (1948). Studies in the logic of explanation. Philosophy of Science, 15, 135–175.CrossRef
go back to reference Holland, J. (1998). Emergence: From chaos to order. Reading, MA: Perseus.MATH Holland, J. (1998). Emergence: From chaos to order. Reading, MA: Perseus.MATH
go back to reference Horgan, T., & Tienson, J. (1992). Cognitive systems as dynamic systems. Topoi, 11, 27–43.CrossRef Horgan, T., & Tienson, J. (1992). Cognitive systems as dynamic systems. Topoi, 11, 27–43.CrossRef
go back to reference Horgan, T., & Tienson, J. (1994). A nonclassical framework for cognitive science. Synthese, 101, 305–345.CrossRef Horgan, T., & Tienson, J. (1994). A nonclassical framework for cognitive science. Synthese, 101, 305–345.CrossRef
go back to reference Horgan, T., & Tienson, J. (1996). Connectionism and the philosophy of psychology. Cambridge, MA: MIT Press. Horgan, T., & Tienson, J. (1996). Connectionism and the philosophy of psychology. Cambridge, MA: MIT Press.
go back to reference Jost, J. (2005). Dynamical systems. Berlin: Springer-Verlag.MATH Jost, J. (2005). Dynamical systems. Berlin: Springer-Verlag.MATH
go back to reference Kelso, J. A. S. (1995). Dynamic patterns: The self-organisation of brain and behavior. Cambridge, MA: MIT Press. Kelso, J. A. S. (1995). Dynamic patterns: The self-organisation of brain and behavior. Cambridge, MA: MIT Press.
go back to reference Kelso, J. A. S. (2003). Cognitive coordination dynamics. In W. Tschacher & J.-P. Dauwalder (Eds.), The dynamical systems approach to cognition (pp. 45–67). Singapore: World Scientific. Kelso, J. A. S. (2003). Cognitive coordination dynamics. In W. Tschacher & J.-P. Dauwalder (Eds.), The dynamical systems approach to cognition (pp. 45–67). Singapore: World Scientific.
go back to reference Kukla, A. (2001). Methods of theoretical psychology. Cambridge, MA: MIT Press. Kukla, A. (2001). Methods of theoretical psychology. Cambridge, MA: MIT Press.
go back to reference Pope, A. (1903) In H. W. Boynton (Ed.). The complete poetical works of Alexander Pope. Boston: Houghton Mifflin. Pope, A. (1903) In H. W. Boynton (Ed.). The complete poetical works of Alexander Pope. Boston: Houghton Mifflin.
go back to reference Salmon, W. (1984). Scientific explanation and the causal structure of the world. Princeton: Princeton University Press. Salmon, W. (1984). Scientific explanation and the causal structure of the world. Princeton: Princeton University Press.
go back to reference Skarda, C. A., & Freeman, W. J. (1987). How brains make chaos in order to make sense of the world. Behavioral and Brain Sciences, 10, 161–195.CrossRef Skarda, C. A., & Freeman, W. J. (1987). How brains make chaos in order to make sense of the world. Behavioral and Brain Sciences, 10, 161–195.CrossRef
go back to reference Thelen, E., Schöner, G., Scheier, C., & Smith, L. B. (2001). The dynamics of embodiment: A field theory of infant perseverative reaching. Behavioral and Brain Sciences, 24, 1–86.CrossRef Thelen, E., Schöner, G., Scheier, C., & Smith, L. B. (2001). The dynamics of embodiment: A field theory of infant perseverative reaching. Behavioral and Brain Sciences, 24, 1–86.CrossRef
go back to reference Thelen, E., & Smith, L. B. (1994). A dynamic systems approach to the development of cognition and action. Cambridge, MA: MIT Press. Thelen, E., & Smith, L. B. (1994). A dynamic systems approach to the development of cognition and action. Cambridge, MA: MIT Press.
go back to reference Thompson, E. (2007). Mind in life: Biology, phenomenology and the cognitive sciences. Harvard: Harvard University Press. Thompson, E. (2007). Mind in life: Biology, phenomenology and the cognitive sciences. Harvard: Harvard University Press.
go back to reference Tschacher, W., & Haken, H. (2007). Intentionality in non-equilibrium systems? The functional aspects of self-organized pattern formation. New Ideas in Psychology, 25, 1–15.CrossRef Tschacher, W., & Haken, H. (2007). Intentionality in non-equilibrium systems? The functional aspects of self-organized pattern formation. New Ideas in Psychology, 25, 1–15.CrossRef
go back to reference van Gelder, T. (1991). Connectionism and dynamical explanation. In Proceedings of the Thirteenth Annual Conference of the Cognitive Science Society. Hillsdale N.J.: L. Erlbaum Associates (pp. 499–503). van Gelder, T. (1991). Connectionism and dynamical explanation. In Proceedings of the Thirteenth Annual Conference of the Cognitive Science Society. Hillsdale N.J.: L. Erlbaum Associates (pp. 499–503).
go back to reference van Gelder, T. (1995). What might cognition be, if not computation? Journal of Philosophy, xci(7), 345–381. van Gelder, T. (1995). What might cognition be, if not computation? Journal of Philosophy, xci(7), 345–381.
go back to reference van Gelder, T. (1997a). Connectionism, dynamics and the philosophy of mind. In M. Carrier & P. K. Machamer (Eds.), Mindscapes: Philosophy, science and the mind (pp. 245–269). Pittsburgh: University of Pittsburgh Press. van Gelder, T. (1997a). Connectionism, dynamics and the philosophy of mind. In M. Carrier & P. K. Machamer (Eds.), Mindscapes: Philosophy, science and the mind (pp. 245–269). Pittsburgh: University of Pittsburgh Press.
go back to reference van Gelder, T. (1997b). Dynamics and cognition. In J. Haugeland (Ed.), Mind design II. Cabridge, MA: MIT Press. van Gelder, T. (1997b). Dynamics and cognition. In J. Haugeland (Ed.), Mind design II. Cabridge, MA: MIT Press.
go back to reference van Gelder, T. (1998). The Dynamical Hypothesis in Cognitive Science. (with peer commentary). Behavioural and Brain Sciences, 21, 615–665. van Gelder, T. (1998). The Dynamical Hypothesis in Cognitive Science. (with peer commentary). Behavioural and Brain Sciences, 21, 615–665.
go back to reference van Gelder, T., & Port, R. (1995). “It’s about time: An overview of the dynamical approach to cognition. In R. Port, T. Van Gelder (Eds.), Mind as motion. Cambridge, MA: MIT Press. van Gelder, T., & Port, R. (1995). “It’s about time: An overview of the dynamical approach to cognition. In R. Port, T. Van Gelder (Eds.), Mind as motion. Cambridge, MA: MIT Press.
Metadata
Title
Explanation in Dynamical Cognitive Science
Author
Joel Walmsley
Publication date
01-09-2008
Publisher
Springer Netherlands
Published in
Minds and Machines / Issue 3/2008
Print ISSN: 0924-6495
Electronic ISSN: 1572-8641
DOI
https://doi.org/10.1007/s11023-008-9103-9

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