Abstract
The mean-field theory of dilute spin glasses and neural networks is studied in the limit where the average coordination number is finite (i.e., the average number of neighbors connected to each site). The zero-temperature phase diagram is calculated. Comparison between the properties of dilute neural networks and fully connected nets is presented. The relationship between the different phases and the percolation transition is discussed.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
H. Sompolinsky, Phys. Rev. A 34, 2571 (1986).
I. Kanter and H. Sompolinsky, Phys. Rev. Lett. 58, 164 (1987).
I. Kanter and H. Sompolinsky, preprint.
Y. Fu and P.W. Anderson, J. Phys. A 19, 1605 (1986).
I. Kanter and H. Sompolinsky, to be published.
S. Kirkpatrick and D. Sherrington, Phys. Rev. B 7, 4384 (1978).
L. Viana and A.J. Bray, J. Phys. C 18, 3037 (1985).
M. Mezard and G. Parisi, preprint.
C. De Dominicis and P. Mottishaw, preprint.
P. Erdos and A. Reyni, in The Art of Counting, edited by J. Spencer ( MIT Press, Cambridge, MA, 1973 ).
J.J. Hopfield, Proc. Nat. Acad. Sci. USA 79, 2554 (1982).
D.J. Amit, H. Gutfreund and H. Sompolinsky, Phys. Rev. A 32, 1007 (l985) Phys. Rev. Lett. 55, 1530 (1985).
I am grateful to D.S. Fisher for drawing my attention to this point.
B. Derrida, E. Gardner and A. Zippelius, preprint.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 1987 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Kanter, I. (1987). Mean-Field Theory of Spin Glasses and Neural Networks with Finite Coordination Number. In: Haken, H. (eds) Computational Systems — Natural and Artificial. Springer Series in Synergetics, vol 38. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-73089-4_11
Download citation
DOI: https://doi.org/10.1007/978-3-642-73089-4_11
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-73091-7
Online ISBN: 978-3-642-73089-4
eBook Packages: Springer Book Archive