19 citations · 22 across the 3 of their papers we have counts for
3 papers
Quantum algorithm for credit valuation adjustments
Javier Alcazar, Andrea Cadarso, Amara Katabarwa +4
Quantum mechanics is well known to accelerate statistical sampling processes over classical techniques. In quantitative finance, statistical samplings arise broadly in many use cas…
GEO: Enhancing Combinatorial Optimization with Classical and Quantum Generative Models
Javier Alcazar, Mohammad Ghazi Vakili, Can B. Kalayci +1
We introduce a new framework that leverages machine learning models known as generative models to solve optimization problems. Our Generator-Enhanced Optimization (GEO) strategy is…
Classical versus Quantum Models in Machine Learning: Insights from a Finance Application
Javier Alcazar, Vicente Leyton-Ortega, Alejandro Perdomo-Ortiz
Although several models have been proposed towards assisting machine learning (ML) tasks with quantum computers, a direct comparison of the expressive power and efficiency of class…