Complexity and Cognition

How are complexity and cognition related? In this paper I will examine two aspects of their relationship. I will first ask in what sense (human) cognition can be considered as an example of a complex system. Then I will examine how human cognition reacts to complexity, how much we can understand systems that should be described as complex.

[1]  Nicholas E. Collias,et al.  External construction by animals , 1977 .

[2]  G. Hartmann,et al.  Parallel Processing in Neural Systems and Computers , 1990 .

[3]  Peter Tyson,et al.  Artificial societies , 1997 .

[4]  Domenico Parisi,et al.  Cultural Evolution in a Population of Neural Networks , 1997 .

[5]  Stefano Nolfi,et al.  Econets: Neural networks that learn in an environment , 1990 .

[6]  Jeffrey L. Elman,et al.  Learning and Evolution in Neural Networks , 1994, Adapt. Behav..

[7]  J J Hopfield,et al.  Neural networks and physical systems with emergent collective computational abilities. , 1982, Proceedings of the National Academy of Sciences of the United States of America.

[8]  D. Parisi,et al.  “Genotypes” for neural networks , 1998 .

[9]  Domenico Parisi,et al.  Learning in the Active Mode , 1995, ECAL.

[10]  W. Arthur,et al.  The Economy as an Evolving Complex System II , 1988 .

[11]  Cristiano Castelfranchi,et al.  Artificial Social Systems , 1994 .

[12]  Jeffrey L. Elman,et al.  Finding Structure in Time , 1990, Cogn. Sci..

[13]  John H. Holland,et al.  Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence , 1992 .

[14]  D. Parisi,et al.  Discontinuity in evolution: how different levels of organization imply preadaptation , 1996 .

[15]  Melanie Mitchell,et al.  Genetic algorithms and artificial life , 1994 .

[16]  R. Hegselmann,et al.  Simulating Social Phenomena , 1997 .

[17]  M. Mézard,et al.  Spin Glass Theory and Beyond , 1987 .

[18]  James L. McClelland,et al.  Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations , 1986 .

[19]  Domenico Parisi,et al.  What to Do With a Surplus , 1997 .

[20]  N. Gilbert,et al.  Artificial Societies: The Computer Simulation of Social Life , 1995 .

[21]  Michael A. Arbib,et al.  The handbook of brain theory and neural networks , 1995, A Bradford book.