Publications

Submitted papers / preprints: 

-) G. De Palma, D. Pastorello Quantum concentration inequalities and equivalence of the thermodynamical ensembles: an optimal mass transport approach arXiv:2403.18617

-) G. De Palma, T. Klein, D. Pastorello Classical shadows meet quantum optimal mass transport arXiv:2309.08426

-) E. Zardini, A. Delilbasic, E. Blanzieri, G. Cavallaro, D. Pastorello Local Binary and Multiclass SVMs Trained on a Quantum Annealer arXiv:2403.08584

Books: 

-) D. Pastorello Concise Guide to Quantum Machine Learning Springer Singapore 2023 pages 148, ISBN 978-981-19-6897-9

Published/accepted papers:

-) D. Pastorello, E. Blanzieri Scalable quantum neural networks by few quantum resources accepted for publication in International Journal of Quantum Information arXiv:2307.01017

-) E. Tolotti, E. Zardini, E. Blanzieri, D. Pastorello Ensembles of quantum classifiers Quantum Information & Computation Vol.24 No.3&4 (2024)

-) L. Schmid, E. Zardini, D. Pastorello A general learning scheme for classical and quantum Ising machines Scipost Physics Core 7, 013 (2024)

-) E. Zardini, E. Blanzieri, D. Pastorello A quantum k-nearest neighbors algorithm based on the Euclidean distance estimation Quantum Machine Intelligence 6 1.23 1-22 (2024) 

-) E. Zardini, E. Blanzieri, D. Pastorello. Implementation and Empirical Evaluation of a Quantum Machine Learning Pipeline for Local Classification. PLoS ONE 18(11): e0287869 (2023)

-) E. Blanzieri, D. Pastorello, V. Cavecchia, A. Rumyantsev, M. Maltseva. Evaluating the convergence of tabu enhanced hybrid quantum optimization Quantum Information Processing 22, 205 (2023)

-) E. Blanzieri, R. Leporini, D. Pastorello Local Approach to Quantum-inspired Classification International Journal of Theoretical Physics 62, 4 (2023)

-) E. Zardini, M. Rizzoli, S. Dissegna, E. Blanzieri, D. Pastorello Reconstructing Bayesian Networks on a Quantum Annealer Quantum Information and Computation, Vol. 22, No. 15&16, 1320–1350 (2022)

-)  R. Leporini, D. Pastorello. An efficient geometric approach to quantum-inspired classifications. Scientific Reports vol. 12 (1), (2022)

-) A. Rumyantsev, D.Pastorello, E.Blanzieri, V. Cavecchia. On convergence of tabu-enhanced quantum annealing algorithm. In: Vishnevskiy V.M., Samouylov K.E., Kozyrev D.V. (eds) Distributed Computer and Communication Networks, DCCN 2021. Communications in Computer and Information Science, vol 1552. Springer, Cham. (2022)

-) A. Bonomi, T. De Min, E. Zardini, E. Blanzieri, V. Cavecchia, D. Pastorello, Quantum annealing learning search implementations. Quantum Information & Computation, v. 22, n. 3&4 (2022), p. 181-208. 

-) D. Pastorello, E. Blanzieri. A quantum binary classifier based on cosine similarity. Proceedings of: IEEE International Conference on Quantum Computing and Engineering QCE 21, Broomfield, CO, USA, October 17–22, 2021. - DOI: 10.1109/QCE52317.2021.00086 (2022)

-) R. Leporini, D. Pastorello. Support vector machines with quantum state discrimination. Quantum Reports vol. 3, n. 3 (2021) 

-) D. Pastorello, E. Blanzieri, V. Cavecchia. Learning adiabatic quantum algorithms over optimization problems. Quantum Machine Intelligence vol. 3, n. 2 (2021). 

-) M. Pasini, N. Leone, S. Mazzucchi, V. Moretti, D. Pastorello, L. Pavesi. Bell inequality violation by entangled single photon states generated from a LASER, a LED, or a halogen lamp. Physical Review A, v. 2020, n. 102 (2020)

-) D. Pastorello. Geometric viewpoint on the quantization of a fuzzy logic. International Journal of Geometric Methods in Modern Physics Volume 17, Issue 13 (2020)

-) S. Azzini, S. Mazzucchi, V. Moretti, D. Pastorello, L. Pavesi. Single-particle entanglement. Advanced Quantum Technologies v. 2020 vol 3, n. 10 (2020)

-) E. Blanzieri, D. Pastorello. Quantum Annealing Learning Search for solving QUBO problems. Quantum Information Processing 18: 303 (2019) 

-) D. Pastorello. Entanglement, CP-maps and quantum communications. UMI Springer Lecture Notes vol. 25 "Quantum Physics and Geometry” (Springer International Publishing 2019)

-) D. Pastorello. A geometrization of quantum mutual information. International Journal of Quantum Information, Vol. 17,No. 02, 1950011 (2019)

-) D. Pastorello. A quantum key distribution scheme based on tripartite entanglement and violation of CHSH inequality. International Journal of Quantum Information Vol. 15, No. 05, 1750040 (2017)

-) D. Pastorello. A geometric approach to quantum control in projective Hilbert spaces. Reports on Mathematical Physics Vol. 79, No. 1 (2017)

-) D.Pastorello. Geometric Quantum Mechanics and applications. International Journal of Geometric Methods in Modern Physics, 13, 1630017 (2016) 

-) D. Pastorello. Open-loop quantum control as a resource for secure communications. International Journal of Quantum Information. Vol. 14, No 02, 1650010 (2016).

-) V. Moretti and D. Pastorello. Frame functions in finite-dimensional quantum mechanics and its Hamiltonian formulation on complex projective spaces. International Journal of Geometric Methods in Modern Physics Vol. 13, No. 02, 1650013. (2016)

-) D. Pastorello. A geometric Hamiltonian description of composite quantum systems and quantum entanglement. International Journal of Geometric Methods in Modern Physics v. 12, n. 7 1550069 (2015)

-) D.Pastorello. Geometric Hamiltonian formulation of quantum mechanics on complex projective spaces. International Journal of Geometric Methods in Modern Physics Vol. 12, No. 08, 1560015 (2015)

-) V. Moretti and D. Pastorello. Generalized spherical harmonics, frame functions and Gleason theorem. Annales Henri Poincaré v. 2013, 14, n.5 , p. 1435-1443 (2013)