39 citations · 47 across the 8 of their papers we have counts for
3 papers · 1 filter
Quantum generative classification with mixed states
Diego H. Useche, Sergio Quiroga-Sandoval, Sebastian L. Molina +3
Classification can be performed using either a discriminative or a generative learning approach. Discriminative learning consists of constructing the conditional probability of the…
MEMO-QCD: Quantum Density Estimation through Memetic Optimisation for Quantum Circuit Design
Juan E. Ardila-García, Vladimir Vargas-Calderón, Fabio A. González +2
This paper presents a strategy for efficient quantum circuit design for density estimation. The strategy is based on a quantum-inspired algorithm for density estimation and a circu…
Quantum density estimation with density matrices: Application to quantum anomaly detection
Diego H. Useche, Oscar A. Bustos-Brinez, Joseph A. Gallego-Mejia +1
Density estimation is a central task in statistics and machine learning. This problem aims to determine the underlying probability density function that best aligns with an observe…