Search Results for author: Maria d'Errico

Found 3 papers, 3 papers with code

Estimating the intrinsic dimension of datasets by a minimal neighborhood information

1 code implementation19 Mar 2018 Elena Facco, Maria d'Errico, Alex Rodriguez, Alessandro Laio

Analyzing large volumes of high-dimensional data is an issue of fundamental importance in data science, molecular simulations and beyond.

Automatic topography of high-dimensional data sets by non-parametric Density Peak clustering

2 code implementations28 Feb 2018 Maria d'Errico, Elena Facco, Alessandro Laio, Alex Rodriguez

The approach is based on an unsupervised extension of Density Peak clustering and a non-parametric density estimator that measures the probability density in the manifold containing the data.

Clustering

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