30 citations · 51 across the 6 of their papers we have counts for
6 papers
Bounds in Sequential Unambiguous Discrimination of Multiple Pure Quantum States
Jordi Pérez-Guijarro, Alba Pagès-Zamora, Javier R. Fonollosa
Sequential methods for quantum hypothesis testing offer significant advantages over fixed-length approaches, which rely on a predefined number of state copies. Despite their potent…
Extension of Clifford Data Regression Methods for Quantum Error Mitigation
Jordi Pérez-Guijarro, Alba Pagès-Zamora, Javier R. Fonollosa
To address the challenge posed by noise in real quantum devices, quantum error mitigation techniques play a crucial role. These techniques are resource-efficient, making them suita…
Relation between quantum advantage in supervised learning and quantum computational advantage
Jordi Pérez-Guijarro, Alba Pagès-Zamora, Javier R. Fonollosa
The widespread use of machine learning has raised the question of quantum supremacy for supervised learning as compared to quantum computational advantage. In fact, a recent work s…
Generalization error bounds for kernel matrix completion and extrapolation
Pere Giménez-Febrer, Alba Pagès-Zamora, Georgios B. Giannakis
Prior information can be incorporated in matrix completion to improve estimation accuracy and extrapolate the missing entries. Reproducing kernel Hilbert spaces provide tools to le…
Matrix completion and extrapolation via kernel regression
Pere Giménez-Febrer, Alba Pagès-Zamora, Georgios B. Giannakis
Matrix completion and extrapolation (MCEX) are dealt with here over reproducing kernel Hilbert spaces (RKHSs) in order to account for prior information present in the available dat…
Blind Multiclass Ensemble Classification
Panagiotis A. Traganitis, Alba Pagès-Zamora, Georgios B. Giannakis
The rising interest in pattern recognition and data analytics has spurred the development of innovative machine learning algorithms and tools. However, as each algorithm has its st…