Random projection using random quantum circuits

Jan 1, 2024·
Keerthi-Kumaran
,
Manas-Sajjan
,
Sangchul-Oh
,
Sabre-Kais
· 1 min read
Type
Publication
Phys. Rev. Res. 6 (Jan. 2024) p. 013010
Random projection quantum circuit overview
Figure: Quantum circuit and data flow for random projection using quantum circuits.

Summary: This work benchmarks quantum random projection algorithm for dimensionality reduction against classical random projection methods. The experiments utilize quantum circuits to perform random projections on high-dimensional data, demonstrating competitive performance and highlighting the potential of quantum approaches for machine learning and data analysis tasks.