Random projection using random quantum circuits
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.
Jan 1, 2024