4 papers
A QUBO-Based Optimization Framework for ATM Cash Replenishment Scheduling
Riccardo Aiolfi, Giulia Montani, Valeria Zaffaroni +5
The management of cash replenishment in Automated Teller Machine (ATM) networks requires scheduling recharges in order to minimize operational costs while maintaining high service…
Digital Quantum Reservoir Computing for ATM Time Series Prediction
Chiara Vercellino, Giacomo Vitali, Valeria Zaffaroni +5
We investigate a digital quantum reservoir computing (QRC) framework for multi-step forecasting of automated teller machine (ATM) cash demand time series on near-term quantum devic…
Quantum Reservoir Computing for Credit Card Default Prediction on a Neutral Atom Platform
Giacomo Vitali, Chiara Vercellino, Paolo Viviani +9
In this paper, we define and benchmark a hybrid quantum-classical machine learning pipeline by performing a binary classification task applied to a real-world financial use case. S…
Implementing Credit Risk Analysis with Quantum Singular Value Transformation
Davide Veronelli, Francesca Cibrario, Emanuele Dri +4
The analysis of credit risk is crucial for the efficient operation of financial institutions. Quantum Amplitude Estimation (QAE) offers the potential for a quadratic speed-up over…