Quantum simulation is one of the key applications quantum computing, which accelerates research and development in fields such as chemistry material science. The recent noisy intermediate-scale (NISQ) devices urges exploration without necessity error correction. In this paper, we propose an efficient method to simulate dynamics driven by a static Hamiltonian on NISQ devices, named subspace vari...

Quantile regression (QR) is a well-established method of tail analysis. Application QR can become very challenging when dealing with high-dimensional data, thus requiring dimension reduction techniques. While the current literature on these techniques focuses extracting linear combinations predictor variables that contain all information about conditional quantile, non-linear features potential...