Extreme dimensionality reduction with quantum modeling

• Main Authors: Elliott, Thomas J., Yang, Chengran, Binder, Felix C., Garner, Andrew J. P., Thompson, Jayne, Gu, Mile
• Other Authors: School of Physical and Mathematical Sciences
• Format: Article
• Language: English
• Published: 2021
• Subjects: Science::Physics; Science::Mathematics::Applied mathematics::Information theory; Quantum Algorithms; Quantum Channels
• Online Access: https://hdl.handle.net/10356/148840
• Institution: Nanyang Technological University

Effective and efficient forecasting relies on identification of the relevant information contained in past observations-the predictive features-and isolating it from the rest. When the future of a process bears a strong dependence on its behavior far into the past, there are many such features to st...