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Probability-based nonlinear modeling of neural dynamical systems with point-process inputs and outputs

✍ Scribed by Roman Sandler,Dong Song,Robert E Hampson,Sam A Deadwyler…


Book ID
126370433
Publisher
BioMed Central
Year
2014
Tongue
English
Weight
216 KB
Volume
15
Category
Article
ISSN
1471-2202

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✍ Konstantinos Alataris; TheodoreW. Berger; VasilisZ. Marmarelis 📂 Article 📅 2000 🏛 Elsevier Science 🌐 English ⚖ 469 KB

This paper address the issue of nonlinear model estimation for neural systems with arbitrary point-process inputs using a novel network that is composed of a pre-processing stage of a Laguerre filter bank followed by a single hidden layer with polynomial activation functions. The nonlinear modeling