The GUDHI library is a generic open source C++ library, with a Python interface, for Topological Data Analysis (TDA) and Higher Dimensional Geometry Understanding. The library offers state-of-the-art data structures and algorithms to construct simplicial complexes and …

Topological Data Analysis (TDA) is a recent and fast growing field providing a set of new topological and geometric tools to infer relevant features for possibly complex data. Here we propose a set of notebooks for the practice of TDA with the Python Gudhi library together with popular machine learning and data sciences libraries.

A set of jupyter notebooks for the practice of TDA with the python Gudhi library together with popular machine learning and data sciences libraries. The GUDHI library is a generic open source C++ library, with a Python interface, for Topological Data Analysis (TDA) and Higher Dimensional Geometry Understanding.

Vectorizations, distances and kernels that work on persistence diagrams, compatible with scikit-learn and tensorflow. These graphical tools comes on top of persistence results and allows the user to display easily persistence barcode, diagram or density. Clustering tools. Datasets either generated or fetched.

2020年3月26日 · 本文简要介绍了机器学习中拓扑数据分析的力量并展示如何配合三个Python库：Gudhi，Scikit-Learn和Tensorflow进行实践。 数据派THU 独家 | 拓扑机器学习的神圣三件套：Gudhi，Scikit-Learn和Tensorflow（附链接&代码）

GUDHI Version 3.11.0 - C++ library for Topological Data Analysis (TDA) and Higher Dimensional Geometry Understanding. Generated on Fri Feb 21 2025 15:25:21 for GUDHI by Doxygen 1.9.3

The GUDHI library is a generic open source C++ library, with a Python interface, for Topological Data Analysis (TDA) and Higher Dimensional Geometry Understanding. The library offers state-of-the-art data structures and algorithms to construct simplicial complexes and …

2025年2月21日 · The Gudhi library is an open source library for Computational Topology and Topological Data Analysis (TDA). It offers state-of-the-art algorithms to construct various types of simplicial complexes, data structures to represent them, and algorithms to compute geometric approximations of shapes and persistent homology.

2024年9月25日 · GUDHI（Geometry Understanding in Higher Dimensions）是一个开源的C++库，同时提供了Python接口，专注于拓扑数据分析（Topological Data Analysis, TDA）和高维几何理解。GUDHI库提供了最先进的数据结构和算法，用于构建单纯复形并计算持久同调。

2024年11月28日 · GUDHI（用于拓扑数据分析的几何理解库）是一个通用的开源C++库，同时提供Python接口。 该库专注于拓扑数据分析（TDA）和高等维度几何理解，旨在帮助研究人员和开发者在数据中寻找高级别的结构信息。