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1. Quantum-inspired Minimum Distance Classification in Biomedical Context

Author

Sergioli, Giuseppe, Russo, Giorgio, Santucci, Enrica, Stefano, Alessandro, Torrisi, Sebastiano Emanuele, Palmucci, Stefano, Vancheri, Carlo, and Giuntini, Roberto

Subjects
Quantum Physics
Abstract

We face the problem of pattern classification by proposing a quantum-inspired version of the widely used minimum distance classifier (i.e. the Nearest Mean Classifier (NMC)) already introduced in [31,33,28,27] and by applying this quantum-inspired classifier in a biomedical context. In particular, we show and compare the NMC and our quantum model performance to solve a problem related to classify the probability of survival for patients affected by idiopathic pulmonary fibrosis (IPF).

Published
2018

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