DADApy:Python中基于距离的数据流形分析
DADApy: Distance-based Analysis of DAta-manifolds in Python
摘要:
DADApy是一个Python软件包,用于分析和表征高维数据流形。它提供了用于估计固有维数和概率密度、用于执行基于密度的聚类以及用于比较不同距离度量的方法。我们审查的主要功能的包,并在玩具的情况下,并在现实世界中的应用程序中使用。DADApy在开源Apache 2.0许可下免费提供。
英文摘要:
DADApy is a python software package for analysing and characterising 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 toy cases and in a real-world application. DADApy is freely available under the open-source Apache 2.0 license.
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