2 papers
quant-ph2022
Manifold Learning for Dimensionality Reduction: Quantum Isomap algorithm
WeiJun Feng, GongDe Guo, Kai Yu +2
Isomap algorithm is a representative manifold learning algorithm. The algorithm simplifies the data analysis process and is widely used in neuroimaging, spectral analysis and other…
quant-ph2021
Quantum Algorithms for Prediction Based on Ridge Regression
Menghan Chen, Chaohua Yu, Gongde Guo +1
We propose a quantum algorithm based on ridge regression model, which get the optimal fitting parameters w and a regularization hyperparameter α by analysing the training dataset.…