Machine Learning and the Future of Realism

Giles Hooker, Cliff Hooker



Full Text:



Breiman, L. (2001). Statistical modelling: the two cultures. Statistical Science, 16, 199-215.

Cherniak, C. (1986). Minimal rationality. Cambridge, Mass.: Bradford/MIT Press.

Churchland, P. (1989). A neurocomputational perspective. Cambridge, Mass.: Bradford/MIT Press.

Churchland, P. and C. Hooker (eds), (1985). Images of Science. Chicago: University of Chicago Press,

Hooker, C. (1985). Surface Dazzle, Ghostly Depths. In Churchland and Hooker 1985, 153-196.

Hooker, C. (1993). Toward a naturalised cognitive science. In Kitchener, R. and W. O'Donohue (eds.) Psychology and philosophy. London: Allyn and Bacon.

Hooker, C. (2011). Introduction to philosophy of complex systems. Part B: An initial scientific paradigm + philosophy of science for complex systems. In Cliff Hooker (ed.) (2011), Philosophy of Complex Systems. Handbook of the Philosophy of Science, vol.10. North Holland/Elsevier, Amsterdam, 2011, 843-912.

Lipton, Z. (2016). The mythos of model interpretability. arXiv:1606.03490v1 [cs.LG]

Sellars, W. (1965). Scientific realism or irenic instrumentalism: a critique of Nagel and Feyerabend on theoretical explanation. In Cohen, R. and M. Wartofsky (eds.). Boston Studies in the Philosophy of Science, Vol. II, Humanities Press: New York. (Pp. 171 - 204).

Smolensky, P. (1988). On the proper treatment of connectionism. Behavioural and brain sciences 11, 1-74.