no code implementations • 25 May 2023 • Chongming Liu, Songting Li, Douglas Zhou
Our work contributes a novel, brain-inspired ANN model that surpasses traditional ANNs and provides a theoretical framework to analyze the generalization error in classification tasks.
no code implementations • 21 May 2023 • Jingyang Ma, Songting Li, Douglas Zhou
It has been shown that the dynamics of a biological neuron with dendrites can be approximated by artificial neural networks (ANN) with deep structure.
no code implementations • 17 Oct 2021 • Zhong-qi K. Tian, Kai Chen, Songting Li, David W. McLaughlin, Douglas Zhou
However, the interpretation of causal connectivity remains to be fully clarified, in particular, how causal connectivity depends on causality measures and how causal connectivity relates to structural connectivity.
no code implementations • 17 Jan 2021 • Zhong-Qi Kyle Tian, Douglas Zhou
We present a modified library-based method for simulating the Hodgkin-Huxley (HH) neuronal networks.
no code implementations • 17 Jan 2021 • Zhong-Qi Kyle Tian, Douglas Zhou
The stiffness of the Hodgkin-Huxley (HH) equations during an action potential (spike) limits the use of large time steps.
no code implementations • 30 Aug 2019 • Pamela B Pyzza, Katherine A Newhall, Douglas Zhou, Gregor Kovacic, David Cai
Early olfactory pathway responses to the presentation of an odor exhibit remarkably similar dynamical behavior across phyla from insects to mammals, and frequently involve transitions among quiescence, collective network oscillations, and asynchronous firing.