Reservoir computing

tags

Machine learning, Unconventional computing, Unsupervised learning

Reservoir computing with cellular automata

Reservoir computing can use Cellular automata as the reservoir. Some citations (Nichele and Molund 2017; Yilmaz 2014; Morán, Frasser, and Rosselló 2018; Babson, Teuscher, and University 2019).

Echo-state networks

Bibliography

Babson, Neil, Christof Teuscher, and Portland State University. 2019. “Reservoir Computing with Complex Cellular Automata.” Complex Systems 28 (4):433–55.

Morán, Alejandro, Christiam F. Frasser, and Josep L. Rosselló. 2018. “Reservoir Computing Hardware with Cellular Automata.” arXiv:1806.04932 [Nlin], June.

Nichele, Stefano, and Andreas Molund. 2017. “Deep Reservoir Computing Using Cellular Automata.” arXiv:1703.02806 [Cs], March.

Yilmaz, Ozgur. 2014. “Reservoir Computing Using Cellular Automata.” arXiv:1410.0162 [Cs], October.

Backlinks

• Notes on: Reservoir Computing in Artificial Spin Ice by Jensen, J. H., & Tufte, G. (2020)
• Notes on: Reservoir Computing meets Recurrent Kernels and Structured Transforms by Dong, J., Ohana, R., Rafayelyan, M., & Krzakala, F. (2020)