Infinite-dimensional reservoir computing

• Main Authors: Gonon, Lukas, Grigoryeva, Lyudmila, Ortega, Juan-Pablo
• Other Authors: School of Physical and Mathematical Sciences
• Format: Article
• Language: English
• Published: 2024
• Subjects: Mathematical Sciences; Recurrent neural network; Reservoir computing
• Online Access: https://hdl.handle.net/10356/180739
• Institution: Nanyang Technological University

Reservoir computing approximation and generalization bounds are proved for a new concept class of input/output systems that extends the so-called generalized Barron functionals to a dynamic context. This new class is characterized by the readouts with a certain integral representation built on infin...