Browsing by Author "Montero Manso, Pablo"

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Distributed classification based on distances between probability distributions in feature space

Montero Manso, Pablo; Morán-Fernández, Laura; Bolón-Canedo, Verónica; Vilar, José; Alonso-Betanzos, Amparo (Elsevier, 2019-09)

[Abstract]: We consider a distributed framework where training and test samples drawn from the same distribution are available, with the training instances spread across disjoint nodes. In this setting, a novel learning ...
Statistical learning in complex and temporal data: distances, two-sample testing, clustering, classification and Big Data

Montero Manso, Pablo (2019)

[Resumo] Esta tesis trata sobre aprendizaxe estatístico en obxetos complexos, con énfase en series temporais. O problema abórdase introducindo coñecemento sobre o dominio do fenómeno subxacente, mediante distancias e ...