## Abstract

We obtain formulae for the expected number and height distribution of critical points of smooth isotropic Gaussian random fields parameterized on Euclidean space or spheres of arbitrary dimension. The results hold in general in the sense that there are no restrictions on the covariance function of the field except for smoothness and isotropy. The results are based on a characterization of the distribution of the Hessian of the Gaussian field by means of the family of Gaussian orthogonally invariant (GOI) matrices, of which the Gaussian orthogonal ensemble (GOE) is a special case. The obtained formulae depend on the covariance function only through a single parameter (Euclidean space) or two parameters (spheres), and include the special boundary case of random Laplacian eigenfunctions.

Original language | English (US) |
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Pages (from-to) | 3422-3446 |

Number of pages | 25 |

Journal | Bernoulli |

Volume | 24 |

Issue number | 4B |

DOIs | |

State | Published - Nov 2018 |

Externally published | Yes |

## Keywords

- Boundary
- Critical points
- GOE
- GOI
- Gaussian random fields
- Height density
- Isotropic
- Kac–Rice formula
- Random matrices
- Sphere

## ASJC Scopus subject areas

- Statistics and Probability