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dc.contributor.author
Sergioli, Giuseppe  
dc.contributor.author
Bosyk, Gustavo Martin  
dc.contributor.author
Santucci, Enrica  
dc.contributor.author
Giuntini, Roberto  
dc.date.available
2018-06-26T21:08:17Z  
dc.date.issued
2017-12  
dc.identifier.citation
Sergioli, Giuseppe; Bosyk, Gustavo Martin; Santucci, Enrica; Giuntini, Roberto; A Quantum-inspired Version of the Classification Problem; Springer/Plenum Publishers; International Journal of Theoretical Physics; 56; 12; 12-2017; 3880-3888  
dc.identifier.issn
0020-7748  
dc.identifier.uri
http://hdl.handle.net/11336/50169  
dc.description.abstract
We address the problem of binary classification by using a quantum version of the Nearest Mean Classifier (NMC). Our proposal is indeed an advanced version of previous one (see Sergioli et al. 2017 that i) is able to be naturally generalized to arbitrary number of features and ii) exhibits better performances with respect to the classical NMC for several datasets. Further, we show that the quantum version of NMC is not invariant under rescaling. This allows us to introduce a free parameter, i.e. the rescaling factor, that could be useful to get a further improvement of the classification performance.  
dc.format
application/pdf  
dc.language.iso
eng  
dc.publisher
Springer/Plenum Publishers  
dc.rights
info:eu-repo/semantics/openAccess  
dc.rights.uri
https://creativecommons.org/licenses/by-nc-sa/2.5/ar/  
dc.subject
Density Operators  
dc.subject
Nearest Mean Classifier  
dc.subject
Rescaling Invariance  
dc.subject.classification
Astronomía  
dc.subject.classification
Ciencias Físicas  
dc.subject.classification
CIENCIAS NATURALES Y EXACTAS  
dc.title
A Quantum-inspired Version of the Classification Problem  
dc.type
info:eu-repo/semantics/article  
dc.type
info:ar-repo/semantics/artículo  
dc.type
info:eu-repo/semantics/publishedVersion  
dc.date.updated
2018-06-25T16:12:21Z  
dc.journal.volume
56  
dc.journal.number
12  
dc.journal.pagination
3880-3888  
dc.journal.pais
Estados Unidos  
dc.description.fil
Fil: Sergioli, Giuseppe. Università degli studi di Cagliari; Italia  
dc.description.fil
Fil: Bosyk, Gustavo Martin. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - La Plata. Instituto de Física La Plata. Universidad Nacional de La Plata. Facultad de Ciencias Exactas. Instituto de Física La Plata; Argentina. Universidad Nacional de La Plata. Facultad de Ciencias Exactas. Departamento de Física; Argentina  
dc.description.fil
Fil: Santucci, Enrica. Università degli studi di Cagliari; Italia  
dc.description.fil
Fil: Giuntini, Roberto. Università degli studi di Cagliari; Italia  
dc.journal.title
International Journal of Theoretical Physics  
dc.relation.alternativeid
info:eu-repo/semantics/altIdentifier/doi/http://dx.doi.org/10.1007/s10773-017-3371-1  
dc.relation.alternativeid
info:eu-repo/semantics/altIdentifier/url/https://link.springer.com/article/10.1007%2Fs10773-017-3371-1  

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