Principal component analysis Archives - IEEE Transactions on Quantum Engineering

A Quantum-Classical Collaborative Training Architecture Based on Quantum State Fidelity

February 20, 2024Ryan L'AbbateQuantum ComputingLogic gates, Principal component analysis, Quantum circuit, Quantum computing, Quantum state, Qubit, Tensors

Recent advancements have highlighted the limitations of current quantum systems, particularly the restricted number of qubits available on near-term quantum devices. This constraint greatly inhibits the range of applications that can leverage quantum computers. Moreover, as the available qubits increase, the computational complexity grows exponentially, posing additional challenges. Consequently, there is an urgent need to […]

A Quantum-Classical Collaborative Training Architecture Based on Quantum State Fidelity

February 19, 2024Ryan L'Abbate, Anthony D'Onofrio, Samuel Stein, Samuel Yen-Chi Chen, Ang Li, Pin-Yu Chen, Juntao Chen, Ying MaoQuantum SoftwareLogic gates, Principal component analysis, Quantum circuit, Quantum computing, Quantum state, Qubit, Tensors

A Low-Complexity Quantum Principal Component Analysis Algorithm

November 2, 2022Chen HeOpen Access, Quantum ComputingEigenvalues and eigenfunctions, Phase estimation, Principal component analysis, Quantum circuit, Quantum state, Registers, Runtime

In this article, we propose a low-complexity quantum principal component analysis (qPCA) algorithm. Similar to the state-of-the-art qPCA, it achieves dimension reduction by extracting principal components of the data matrix, rather than all components of the data matrix, to quantum registers, so that the samples of measurement required can be reduced considerably. Both our qPCA […]