On Neural Quantum Support Vector Machines

08/16/2023

∙

In <cit.> we introduced four algorithms for the training of neural support vector machines (NSVMs) and demonstrated their feasibility. In this note we introduce neural quantum support vector machines, that is, NSVMs with a quantum kernel, and extend our results to this setting.

READ FULL TEXT

On Neural Quantum Support Vector Machines

Algorithms for the Training of Neural Support Vector Machines

Qualitative Robustness of Support Vector Machines

Universal expressiveness of variational quantum classifiers and quantum kernels for support vector machines

On the Consistency of the Bootstrap Approach for Support Vector Machines and Related Kernel Based Methods

Big Data Quantum Support Vector Clustering

Improving the Interpretability of Support Vector Machines-based Fuzzy Rules

The complexity of quantum support vector machines

On Neural Quantum Support Vector Machines

Related Research

Algorithms for the Training of Neural Support Vector Machines

Qualitative Robustness of Support Vector Machines

Universal expressiveness of variational quantum classifiers and quantum kernels for support vector machines

On the Consistency of the Bootstrap Approach for Support Vector Machines and Related Kernel Based Methods

Big Data Quantum Support Vector Clustering

Improving the Interpretability of Support Vector Machines-based Fuzzy Rules

The complexity of quantum support vector machines