27 citations · 58 across the 7 of their papers we have counts for
8 papers
Quantum Measurement Classification with Qudits
Diego H. Useche, Andres Giraldo-Carvajal, Hernan M. Zuluaga-Bucheli +2
This paper presents a hybrid classical-quantum program for density estimation and supervised classification. The program is implemented as a quantum circuit in a high-dimensional q…
Prostate Tissue Grading with Deep Quantum Measurement Ordinal Regression
Santiago Toledo-Cortés, Diego H. Useche, Fabio A. González
Prostate cancer (PCa) is one of the most common and aggressive cancers worldwide. The Gleason score (GS) system is the standard way of classifying prostate cancer and the most reli…
Many-Qudit representation for the Travelling Salesman Problem Optimisation
Vladimir Vargas-Calderón, Nicolas Parra-A., Herbert Vinck-Posada +1
We present a map from the travelling salesman problem (TSP), a prototypical NP-complete combinatorial optimisation task, to the ground state associated with a system of many-qudits…
Learning with Density Matrices and Random Features
Fabio A. González, Alejandro Gallego, Santiago Toledo-Cortés +1
A density matrix describes the statistical state of a quantum system. It is a powerful formalism to represent both the quantum and classical uncertainty of quantum systems and to e…
Hybrid Deep Learning Gaussian Process for Diabetic Retinopathy Diagnosis and Uncertainty Quantification
Santiago Toledo-Cortés, Melissa De La Pava, Oscar Perdómo +1
Diabetic Retinopathy (DR) is one of the microvascular complications of Diabetes Mellitus, which remains as one of the leading causes of blindness worldwide. Computational models ba…
Dissimilarity Mixture Autoencoder for Deep Clustering
Juan S. Lara, Fabio A. González
The dissimilarity mixture autoencoder (DMAE) is a neural network model for feature-based clustering that incorporates a flexible dissimilarity function and can be integrated into a…
Phase diagram reconstruction of the Bose-Hubbard model with a Restricted Boltzmann Machine wavefunction
Vladimir Vargas-Calderón, Herbert Vinck-Posada, Fabio A. González
Recently, the use of neural quantum states for describing the ground state of many- and few-body problems has been gaining popularity because of their high expressivity and ability…
Orthosymplectic Jordan superalgebras and the Wedderburn principal theorem (WPT)
F. A. Gómez González, R. Velásquez
An analogue of the Wedderbur principal theorem (WPT) is considered for finite dimensional Jordan superalgebras A with solvable radical N, such that N^2=0 and A/N is isomorphic to J…