A topological data analysis based classifier

Topological Data Analysis (TDA) is an emerging field that aims to discover a dataset’s underlying topological information. TDA tools have been commonly used to create filters and topological descriptors to improve Machine Learning (ML) methods. This paper proposes a different TDA pipeline to classif...

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Veröffentlicht in:	Advances in data analysis and classification 2024-06, Vol.18 (2), p.493-538
Hauptverfasser:	Kindelan, Rolando, Frías, José, Cerda, Mauricio, Hitschfeld, Nancy
Format:	Artikel
Sprache:	eng
Schlagworte:	Chemistry and Earth Sciences Classification Classifiers Computer Science Data analysis Data Mining and Knowledge Discovery Datasets Economics Filtration Finance Health Sciences Homology Humanities Insurance Labels Law Machine learning Management Mathematics and Statistics Medicine Physics Regular Article Resampling Statistical Theory and Methods Statistics Statistics for Business Statistics for Engineering Statistics for Life Sciences Statistics for Social Sciences Support vector machines Topology
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