37 citations · 38 across the 3 of their papers we have counts for
4 papers
Quantum-inspired Minimum Distance Classification in Biomedical Context
Giuseppe Sergioli, Giorgio Russo, Enrica Santucci +5
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)) alread…
Classification Problem in a Quantum Framework
Enrica Santucci, Giuseppe Sergioli
The aim of this paper is to provide a quantum counterpart of the well known minimum-distance classifier named Nearest Mean Classifier (NMC). In particular, we refer to the followin…
Pattern recognition on the quantum Bloch sphere
Giuseppe Sergioli, Enrica Santucci, Luca Didaci +2
We introduce a framework suitable for describing pattern recognition task using the mathematical language of density matrices. In particular, we provide a one-to-one correspondence…
On the equivalence of Hopfield Networks and Boltzmann Machines
Adriano Barra, Alberto Bernacchia, Enrica Santucci +1
A specific type of neural network, the Restricted Boltzmann Machine (RBM), is implemented for classification and feature detection in machine learning. RBM is characterized by sepa…