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International Journal of Physics and Applications

Vol. 6, Issue 2, Part C (2024)

Fidelity and Accuracy trade-off in quantum kernels

Author(s):

Seema Verma, Savita Kumari Sheoran and Rakesh Kumar Sheoran

Abstract:

Quantum computing is an influential technological outcome 21st century which blend principles of quantum physics with information theory for leap and bound enhancement of computational powers. Various quantum errors such as noise, decoherence, imperfect hardware operations etc. are impediments in harnessing the full potential of this promising technology. Recently Quantum Support Vector Machine (QSVM) is found to have immense applications in quantum error correction for fault-tolerant quantum computing in NISQ era. Due to statistical insinuation, selection of an idyllic quantum kernel is a herculean task. To overcome this issue an optimal trade-off is required between fidelity and accuracy of quantum kernel which are averse to each other. This research paper evaluated nine quantum kernels for effective trade-off between fidelity and accuracy the outcome of study is much useful in quantum kernel selection of Quantum Error Correction (QEC) applications.

Pages: 186-191  |  143 Views  70 Downloads


International Journal of Physics and Applications
How to cite this article:
Seema Verma, Savita Kumari Sheoran and Rakesh Kumar Sheoran. Fidelity and Accuracy trade-off in quantum kernels. Int. J. Phys. Appl. 2024;6(2):186-191. DOI: 10.33545/26647575.2024.v6.i2c.117
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