Skip to Main content Skip to Navigation
Journal articles

An introduction to Topological Data Analysis: fundamental and practical aspects for data scientists

Frédéric Chazal 1 Bertrand Michel 1, 2 
1 DATASHAPE - Understanding the Shape of Data
CRISAM - Inria Sophia Antipolis - Méditerranée , Inria Saclay - Ile de France
Abstract : 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. This paper is a brief introduction, through a few selected topics, to basic fundamental and practical aspects of TDA for non experts.
Complete list of metadata

https://hal.inria.fr/hal-01614384
Contributor : Frédéric Chazal Connect in order to contact the contributor
Submitted on : Tuesday, October 10, 2017 - 6:17:39 PM
Last modification on : Friday, July 8, 2022 - 10:04:17 AM
Long-term archiving on: : Thursday, January 11, 2018 - 2:12:30 PM

Identifiers

Citation

Frédéric Chazal, Bertrand Michel. An introduction to Topological Data Analysis: fundamental and practical aspects for data scientists. Frontiers in Artificial Intelligence, Frontiers Media S.A., 2021, Front. Artif. Intell., ⟨10.3389/frai.2021.667963⟩. ⟨hal-01614384⟩

Share

Metrics

Record views

920

Files downloads

2462