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Number of Sign Changes: Segment of AR(1)

History and Overview 2019-09-06 v1 Statistics Theory Statistics Theory

Abstract

Let XtX_{t} denote a stationary first-order autoregressive process. Consider nn contiguous observations (in time tt) of the series (e.g., X1,...,XnX_{1}, ..., X_{n}). Let its mean be zero and its lag-one serial correlation be ρ\rho, which satisfies ρ<1|\rho| < 1. Rice (1945) proved that (n1)arccos(ρ)/π(n-1) \arccos(\rho)/\pi is the expected number of sign changes. A corresponding formula for higher-order moments was proposed by Nyberg, Lizana & Ambj\"ornsson (2018), based on an independent interval approximation. We focus on the variance only, for small nn, and see a promising fit between theory and model.

Keywords

Cite

@article{arxiv.1909.02556,
  title  = {Number of Sign Changes: Segment of AR(1)},
  author = {Steven Finch},
  journal= {arXiv preprint arXiv:1909.02556},
  year   = {2019}
}

Comments

12 pages, 1 figure