An Introduction to Topological Data Analysis: Fundamental and Practical Aspects for Data Scientists
Frédéric Chazal, Bertrand Michel
2021 · Frontiers in Artificial Intelligence · 175 citations
With the recent explosion in the amount, the variety, and the dimensionality of available data, identifying, extracting, and exploiting their underlying structure has become a problem of fundamental importance for data analysis and statistical learning. 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. It proposes new well-founded mathematical theories and computational tools that can be used independently or in combination with other data analysis and statistical lear…
Explore this paper's citation graph on Constellation.