2 papers
quant-ph2022
A quantum learning approach based on Hidden Markov Models for failure scenarios generation
Ahmed Zaiou, Younès Bennani, Basarab Matei +1
Finding the failure scenarios of a system is a very complex problem in the field of Probabilistic Safety Assessment (PSA). In order to solve this problem we will use the Hidden Qua…
stat.ML2022
Convex Non-negative Matrix Factorization Through Quantum Annealing
Ahmed Zaiou, Basarab Matei, Younès Bennani +1
In this paper we provide the quantum version of the Convex Non-negative Matrix Factorization algorithm (Convex-NMF) by using the D-wave quantum annealer. More precisely, we use D-w…