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Statistical error in a chord estimator of correlation dimension: the ``rule of five''

comp-gas 2019-06-05 v1 Cellular Automata and Lattice Gases

Abstract

The statistical precision of a chord method for estimating fractal dimension from a correlation integral is derived. The optimal chord length is determined, and a comparison is made to other estimators. These calculations use the approximation that all pairwise distances between the points are statistically independent; the adequacy of this approximation is assessed numerically. The chord method provides a very quick and easy dimension estimate which is only slightly less precise than the optimal estimator. Keywords: correlation dimension, statistical error

Keywords

Cite

@article{arxiv.comp-gas/9302002,
  title  = {Statistical error in a chord estimator of correlation dimension: the ``rule of five''},
  author = {James Theiler and Turab Lookman},
  journal= {arXiv preprint arXiv:comp-gas/9302002},
  year   = {2019}
}

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CYCLER Paper 93feb010 Compress'ed PostScript file