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dc.date.accessioned | 2023-11-07T15:08:10Z | |
dc.date.available | 2023-11-07T15:08:10Z | |
dc.date.issued | 2023 | |
dc.identifier.uri | http://sedici.unlp.edu.ar/handle/10915/159869 | |
dc.description.abstract | We present a general framework for the problem of multi-class classification using classification functions that can be interpreted as fuzzy sets. We specialize these functions in the domain of Quantum-inspired classifiers, which are based on quantum state discrimination techniques. In particular, we use unsharp observables (Positive Operator-Valued Measures) that are determined by the training set of a given dataset to construct these classification functions. We show that such classifiers can be tested on near-term quantum computers once these classification functions are “distilled” (on a classical platform) from the quantum encoding of a training dataset. We compare these experimental results with their theoretical counterparts and we pose some questions for future research. | en |
dc.language | en | es |
dc.subject | Quantum-inspired algorithms | es |
dc.subject | Multi-class classification | es |
dc.subject | Pretty Good Measurement | es |
dc.title | Multi-class classification based on quantum state discrimination | en |
dc.type | Articulo | es |
sedici.identifier.other | https://doi.org/10.1016/j.fss.2023.03.012 | es |
sedici.identifier.issn | 0165-0114 | es |
sedici.creator.person | Giuntini, Roberto | es |
sedici.creator.person | Granda Arango, Andrés Camilo | es |
sedici.creator.person | Freytes, Hector | es |
sedici.creator.person | Holik, Federico Hernán | es |
sedici.creator.person | Sergioli, Giuseppe | es |
sedici.subject.materias | Física | es |
sedici.description.fulltext | true | es |
mods.originInfo.place | Instituto de Física La Plata | es |
sedici.subtype | Articulo | es |
sedici.rights.license | Creative Commons Attribution 4.0 International (CC BY 4.0) | |
sedici.rights.uri | http://creativecommons.org/licenses/by/4.0/ | |
sedici.description.peerReview | peer-review | es |
sedici.relation.journalTitle | Fuzzy Setsand Systems | es |
sedici.relation.journalVolumeAndIssue | vol. 467 | es |