The Annals of Probability

More rigorous results on the Kauffman–Levin model of evolution

Vlada Limic and Robin Pemantle

Source: Ann. Probab. Volume 32, Number 3 (2004), 2149-2178.

Abstract

The purpose of this note is to provide proofs for some facts about the NK model of evolution proposed by Kauffman and Levin. In the case of normally distributed fitness summands, some of these facts have been previously conjectured and heuristics given. In particular, we provide rigorous asymptotic estimates for the number of local fitness maxima in the case when K is unbounded. We also examine the role of the individual fitness distribution and find the model to be quite robust with respect to this.

Primary Subjects: 92D15, 60G60
Keywords: Fitness; local maxima; genetics; spin-glass

Full-text: Open access

Links and Identifiers

Permanent link to this document: http://projecteuclid.org/euclid.aop/1089808422
Digital Object Identifier: doi:10.1214/009117904000000081
Mathematical Reviews number (MathSciNet): MR2073188

References

Coddington, E. and Levinson, N. (1955). Theory of Ordinary Differential Equations. McGraw-Hill, New York.
Zentralblatt MATH: 0064.33002
Durrett, R. and Limic, V. (2003). Rigorous results for the NK model. Ann. Probab. 31 1713--1753.
Evans, S. and Steinsaltz, D. (2002). Estimating some features of NK fitness landscapes. Ann. Appl. Probab. 12 1299--1321.
Feller, W. (1971). An Introduction to Probability Theory and Its Applications 2, 2nd ed. Wiley, New York.
Zentralblatt MATH: 0219.60003
Hirsch, M. and Smale, S. (1974). Differential Equations, Dynamical Systems, and Linear Algebra. Academic Press, New York.
Mathematical Reviews (MathSciNet): MR486784
Zentralblatt MATH: 0309.34001
Kauffman, S. (1993). The Origins of Order. Oxford Univ. Press.
Kauffman, S. and Levin, S. (1987). Towards a general theory of adaptive walks on rugged landscapes. J. Theoret. Biol. 128 11--45.
Mathematical Reviews (MathSciNet): MR907587
Knight, F. (1981). Essentials of Brownian Motion and Diffusion. Amer. Math. Soc. Providence, RI.
Mathematical Reviews (MathSciNet): MR613983
Zentralblatt MATH: 0458.60002
Revuz, D. and Yor, M. (1994). Continuous Martingales and Brownian Motion, 2nd ed. Springer, New York.
Mathematical Reviews (MathSciNet): MR1303781
Zentralblatt MATH: 0804.60001
Stanley, R. P. (1986). Enumerative Combinatorics, I. Wadsworth and Brooks/Cole, Belmont, CA.
Zentralblatt MATH: 0608.05001
Weinberger, E. (1991). Local properties of Kauffman's NK model: A tunably rugged energy landscape. Phys. Rev. A 44 6399--6413.

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