Universal distribution of the number of minima for random walks and Lévy flights
arXiv:2402.04215 · doi:10.1103/PhysRevE.110.024137
Abstract
We compute exactly the full distribution of the number of local minima in a one-dimensional landscape generated by a random walk or a Lévy flight. We consider two different ensembles of landscapes, one with a fixed number of steps and the other till the first-passage time of the random walk to the origin. We show that the distribution of is drastically different in the two ensembles (Gaussian in the former case, while having a power-law tail in the latter in the latter case). However, the most striking aspect of our results is that, in each case, the distribution is completely universal for all (and not just for large ), i.e., independent of the jump distribution in the random walk. This means that the distributions are exactly identical for Lévy flights and random walks with finite jump variance. Our analytical results are in excellent agreement with our numerical simulations.
arXiv commentTypos corrected, submitted version. Main text: 6 pages, 3 figures. Supplementary material: 20 pages, 12 figures
References in corpus (27)
- Active Particles in Complex and Crowded Environments
- Statistical Mechanics of Interacting Run-and-Tumble Bacteria
- Persistence and First-Passage Properties in Non-equilibrium Systems
- Quantitative analyses of empirical fitness landscapes
- Large Deviations of Extreme Eigenvalues of Random Matrices
- Energy landscape of a Lennard-Jones liquid: Statistics of stationary points
- Single Molecule Statistics and the Polynucleotide Unzipping Transition
- The statistics of critical points of Gaussian fields on large-dimensional spaces
- Universal survival probability for a -dimensional run-and-tumble particle
- Dynamics of Molecular Motors and Polymer Translocation with Sequence Heterogeneity
- The Index Distribution of Gaussian Random Matrices
- Cosmology From Random Multifield Potentials
- Critical Behaviour of the Number of Minima of a Random Landscape at the Glass Transition Point and the Tracy-Widom distribution
- The Complexity of Ising Spin Glasses
- Universal Asymptotic Statistics of Maximal Relative Height in One-dimensional Solid-on-solid Models
- Index Distribution of Random Matrices with an Application to Disordered Systems
- Universal Properties of a Run-and-Tumble Particle in Arbitrary Dimension
- Helix or Coil? Fate of a Melting Heteropolymer
- Exact Results on Sinai's Diffusion
- Supersymmetric quenched complexity in the Sherrington-Kirkpatrick model
- Exact Asymptotic Results for Persistence in the Sinai Model with Arbitrary Drift
- Diffusion in periodic, correlated random forcing landscapes
- Extremal-point Densities of Interface Fluctuations
- The Statistics of the Number of Minima in a Random Energy Landscape
- Geometry of fitness landscapes: Peaks, shapes and universal positive epistasis
- Distribution of the number of fitness maxima in Fisher's Geometric Model
- Phase Transition in a Random Minima Model: Mean Field Theory and Exact Solution on the Bethe Lattice