Topologically informed echo state networks via poincaré return maps for chaotic time-series

Pradeep Singh, Ashutosh Kumar, Sutirtha Ghosh, Balasubramanian Raman

Open source

DOI
10.1016/j.neunet.2026.109264
Published
2026-12
Container
Neural Networks
Publisher
Elsevier BV
Open access
unknown

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BibTeX

@article{allodium:10.1016/j.neunet.2026.109264,
  title = {Topologically informed echo state networks via poincaré return maps for chaotic time-series},
  author = {Pradeep Singh and Ashutosh Kumar and Sutirtha Ghosh and Balasubramanian Raman},
  year = {2026},
  journal = {Neural Networks},
  doi = {10.1016/j.neunet.2026.109264},
  url = {https://doi.org/10.1016/j.neunet.2026.109264}
}

RIS

TY  - JOUR
TI  - Topologically informed echo state networks via poincaré return maps for chaotic time-series
AU  - Pradeep Singh
AU  - Ashutosh Kumar
AU  - Sutirtha Ghosh
AU  - Balasubramanian Raman
PY  - 2026
JO  - Neural Networks
DO  - 10.1016/j.neunet.2026.109264
UR  - https://doi.org/10.1016/j.neunet.2026.109264
ER  - 

APA

Singh, P., Kumar, A., Ghosh, S., & Raman, B. (2026). Topologically informed echo state networks via poincaré return maps for chaotic time-series. Neural Networks. https://doi.org/10.1016/j.neunet.2026.109264

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