Search Results for author: Adolfo J. Quiroz

Found 1 papers, 1 papers with code

Local angles and dimension estimation from data on manifolds

1 code implementation4 May 2018 Mateo Díaz, Adolfo J. Quiroz, Mauricio Velasco

For data living in a manifold $M\subseteq \mathbb{R}^m$ and a point $p\in M$ we consider a statistic $U_{k, n}$ which estimates the variance of the angle between pairs of vectors $X_i-p$ and $X_j-p$, for data points $X_i$, $X_j$, near $p$, and evaluate this statistic as a tool for estimation of the intrinsic dimension of $M$ at $p$.

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