Search Results for author: Douglas Zhou

Found 6 papers, 0 papers with code

Dendritic Integration Based Quadratic Neural Networks Outperform Traditional Aritificial Ones

no code implementations25 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.

Mapping Biological Neuron Dynamics into an Interpretable Two-layer Artificial Neural Network

no code implementations21 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.

Image Classification

Quantitative relations among causality measures with applications to nonlinear pulse-output network reconstruction

no code implementations17 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.

Library-based Fast Algorithm for Simulating the Hodgkin-Huxley Neuronal Networks

no code implementations17 Jan 2021 Zhong-Qi Kyle Tian, Douglas Zhou

We present a modified library-based method for simulating the Hodgkin-Huxley (HH) neuronal networks.

Design Fast Algorithms For Hodgkin-Huxley Neuronal Networks

no code implementations17 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.

Network Mechanism for Insect Olfaction

no code implementations30 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.

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