Training embedding quantum kernels with data re-uploading quantum neural networks
P Rodriguez-Grasa, Y Ban, M Sanz - arXiv preprint arXiv:2401.04642, 2024 - arxiv.org
Kernel methods play a crucial role in machine learning and the Embedding Quantum
Kernels (EQKs), an extension to quantum systems, have shown very promising …
Kernels (EQKs), an extension to quantum systems, have shown very promising …
Quantum fidelity kernel with a trapped-ion simulation platform
Quantum kernel methods leverage a kernel function computed by embedding input
information into the Hilbert space of a quantum system. However, large Hilbert spaces can …
information into the Hilbert space of a quantum system. However, large Hilbert spaces can …
Benchmarking of quantum fidelity kernels for Gaussian process regression
Quantum computing algorithms have been shown to produce performant quantum kernels
for machine-learning classification problems. Here, we examine the performance of …
for machine-learning classification problems. Here, we examine the performance of …
The power of one clean qubit in supervised machine learning
This paper explores the potential benefits of quantum coherence and quantum discord in the
non-universal quantum computing model called deterministic quantum computing with one …
non-universal quantum computing model called deterministic quantum computing with one …
Empowering Credit Scoring Systems with Quantum-Enhanced Machine Learning
J Mancilla, A Sequeira, T Tagliani, F Llaneza… - arXiv preprint arXiv …, 2024 - arxiv.org
Quantum Kernels are projected to provide early-stage usefulness for quantum machine
learning. However, highly sophisticated classical models are hard to surpass without losing …
learning. However, highly sophisticated classical models are hard to surpass without losing …
Quantum Kernel Based Data Fusion
L Kunczik, S Tornow - 2022 25th International Conference on …, 2022 - ieeexplore.ieee.org
For quantum classification methods, the quantum kernel has a role in encoding the data set
from its original low-dimensional real space into a high-dimensional quantum state space …
from its original low-dimensional real space into a high-dimensional quantum state space …