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0-Dimensional Persistent Homology Analysis Implementation in Resource-Scarce Em...

Branco, Sérgio; Carvalho, João G.; Reis, Marco S.; Lopes, Nuno V.; Cabral, Jorge

Persistent Homology (PH) analysis is a powerful tool for understanding many relevant topological features from a given dataset. PH allows finding clusters, noise, and relevant connections in the dataset. Therefore, it can provide a better view of the problem and a way of perceiving if a given dataset is equal to another, if a given sample is relevant, and how the samples occupy the feature space. However, PH in...


0-dimensional persistent homology analysis implementation in resource-scarce em...

Branco, António Sérgio Antunes; Carvalho, João António Gonçalves Sousa Marques; Reis, Marco S.; Lopes, Nuno V.; Cabral, Jorge

Persistent Homology (PH) analysis is a powerful tool for understanding many relevant topological features from a given dataset. PH allows finding clusters, noise, and relevant connections in the dataset. Therefore, it can provide a better view of the problem and a way of perceiving if a given dataset is equal to another, if a given sample is relevant, and how the samples occupy the feature space. However, PH in...


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