HAL will be down for maintenance from Friday, June 10 at 4pm through Monday, June 13 at 9am. More information
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 : Wednesday, April 27, 2022 - 3:46:44 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

878

Files downloads

2381