Landscape Statistics of the Low Autocorrelated Binary String Problem

The statistical properties of the energy landscape of the low autocorrelated binary string problem (LABSP) are studied numerically and compared with those of several classic disordered models. Using two global measures of landscape structure which have been introduced in the Simulated Annealing literature, namely, depth and difficulty, we find that the landscape of LABSP, except perhaps for a very large degeracy of the local minima energies, is qualitatively similar to some well-known landscapes such as that of the mean-field 2-spin glass model. Furthermore, we consider a mean-field approximation to the pure model proposed by Bouchaud and MŽzard (1994, J. Physique I France 4 1109) and show both analytically and numerically that it describes extremely well the statistical properties of LABSP.

[1]  Christian M. Reidys,et al.  Neutrality in fitness landscapes , 2001, Appl. Math. Comput..

[2]  P. Schuster,et al.  RNA folding at elementary step resolution. , 1999, RNA.

[3]  P. Stadler,et al.  Metastable states in short-ranged p-spin glasses , 1999, cond-mat/9908439.

[4]  M Cieplak,et al.  Energy landscapes, supergraphs, and "folding funnels" in spin systems. , 1999, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[5]  O. Catoni Simulated annealing algorithms and Markov chains with rare transitions , 1999 .

[6]  J. Fontanari,et al.  Replica analysis of the p-spin interaction Ising spin-glass model , 1998, cond-mat/9808146.

[7]  Dieter Beule,et al.  Evolutionary search for low autocorrelated binary sequences , 1998, IEEE Trans. Evol. Comput..

[8]  M. Karplus,et al.  The topology of multidimensional potential energy surfaces: Theory and application to peptide structure and kinetics , 1997 .

[9]  S. Mertens Exhaustive search for low-autocorrelation binary sequences , 1996, cond-mat/9605050.

[10]  Peter F. Stadler,et al.  Local Minima of p-Spin Models , 1995 .

[11]  Jennifer Ryan,et al.  The Depth and Width of Local Minima in Discrete Solution Spaces , 1995, Discret. Appl. Math..

[12]  F. Ritort,et al.  Dynamical behaviour of low autocorrelation models , 1994, cond-mat/9407105.

[13]  G. Parisi,et al.  Replica field theory for deterministic models: II. A non-random spin glass with glassy behaviour , 1994, cond-mat/9406074.

[14]  T. H. Klotz,et al.  Exact low-energy landscape and relaxation phenomena in ISING spin glasses , 1994, cond-mat/9406023.

[15]  M. Mézard,et al.  Self induced quenched disorder: a model for the glass transition , 1994, cond-mat/9405075.

[16]  G. Parisi,et al.  Replica field theory for deterministic models: I. Binary sequences with low autocorrelation , 1994, hep-th/9405148.

[17]  T. H. Klotz,et al.  "Valley structures" in the phase space of a finite 3d ISING spin glass with , 1994 .

[18]  I. Jensen Critical behaviour of a surface reaction model with infinitely many absorbing states , 1993, cond-mat/9312065.

[19]  Walter Kern,et al.  On the Depth of Combinatorial Optimization Problems , 1993, Discret. Appl. Math..

[20]  O. Catoni Rough Large Deviation Estimates for Simulated Annealing: Application to Exponential Schedules , 1992 .

[21]  Miguel Angel Virasoro,et al.  Energy barriers in SK-spin glass model , 1989 .

[22]  Bruce E. Hajek,et al.  Cooling Schedules for Optimal Annealing , 1988, Math. Oper. Res..

[23]  M. Cieplak,et al.  Metastable states in disordered ferromagnets , 1987 .

[24]  J. Bernasconi Low autocorrelation binary sequences : statistical mechanics and configuration space analysis , 1987 .

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

[26]  G. Toulouse,et al.  Ultrametricity for physicists , 1986 .

[27]  E. Gardner Spin glasses with p-spin interactions , 1985 .

[28]  M. Mézard,et al.  The simplest spin glass , 1984 .

[29]  A. Bray,et al.  Metastable states in spin glasses with short-ranged interactions , 1981 .

[30]  B. Derrida Random-Energy Model: Limit of a Family of Disordered Models , 1980 .

[31]  W. Ewens Mathematical Population Genetics , 1980 .

[32]  MARCEL J. E. GOLAY,et al.  Sieves for low autocorrelation binary sequences , 1977, IEEE Trans. Inf. Theory.

[33]  S. Kirkpatrick,et al.  Solvable Model of a Spin-Glass , 1975 .