DADApy: Distance-based analysis of data-manifolds in Python.
basic_science · Level V
Where this comes from
- Record sourced from PubMed, PMID 36277821.
- Also identified by DOI 10.1016/j.patter.2022.100589 and PMC identifier 9583186.
- Licence recorded as CC BY.
- The licence permits redistribution, so the abstract is shown in full and the full text is available from the publisher.
Abstract
DADApy is a Python software package for analyzing and characterizing high-dimensional data manifolds. It provides methods for estimating the intrinsic dimension and the probability density, for performing density-based clustering, and for comparing different distance metrics. We review the main functionalities of the package and exemplify its usage in a synthetic dataset and in a real-world application. DADApy is freely available under the open-source Apache 2.0 license.