In recent years the statistical analysis of topological signatures computable from a possibly high-dimensional point cloud has attracted increasing attention from a theoretical as well as applied point of view. In this work we briefly review the basic techniques and main inferential results available in the TDA (Topological Data Analysis) toolkit, showing them in action on two classification problems related to activity tracking tasks.

Topological Signatures for Classification / Brutti, Pierpaolo; Padellini, Tullia. - STAMPA. - (2016), pp. 1-6. (Intervento presentato al convegno 48TH MEETING OF THE ITALIAN STATISTICAL SOCIETY tenutosi a UNIVERSITY OF SALERNO nel JUNE 8, 2016 – JUNE 10, 2016).

Topological Signatures for Classification

BRUTTI, Pierpaolo;PADELLINI, TULLIA
2016

Abstract

In recent years the statistical analysis of topological signatures computable from a possibly high-dimensional point cloud has attracted increasing attention from a theoretical as well as applied point of view. In this work we briefly review the basic techniques and main inferential results available in the TDA (Topological Data Analysis) toolkit, showing them in action on two classification problems related to activity tracking tasks.
2016
48TH MEETING OF THE ITALIAN STATISTICAL SOCIETY
topological data analysis; statistical classification; activity tracking
04 Pubblicazione in atti di convegno::04b Atto di convegno in volume
Topological Signatures for Classification / Brutti, Pierpaolo; Padellini, Tullia. - STAMPA. - (2016), pp. 1-6. (Intervento presentato al convegno 48TH MEETING OF THE ITALIAN STATISTICAL SOCIETY tenutosi a UNIVERSITY OF SALERNO nel JUNE 8, 2016 – JUNE 10, 2016).
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/975402
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