![]() Wang, "Dendrite Net: A White-Box Module for Classification, Regression, and System Identification," in IEEE Transactions on Cybernetics, doi: 10.1109/TCYB.2021.3124328.ĭD can be used for generalized engineering. One important thing: ResDD can replace the current all ANNs' Neurons (ResDD modules+ One Linear module)! ResDD has controllable precision for better generalization capability! Paper 2: Dendrite Net: A White-Box Module for Classification, Regression, and System Identification(IEEE Transactions on Cybernetics, Top Journal,IF=19.118)Ĭitation format: G. ![]() In other words, the Fully-connected Layers' parameters are assigned to a single neuron, which reduces the parameters of a network for the same mapping capacity. (3) The networks using Gang neurons can delete traditional networks' Fully-connected Layer. This paper proposes receptive fields with a gradient. Will this speed up the calculation of basic functions in computers? (2) The range of sight of animals has a gradient, but the convolution layer does not have this characteristic. The dendrite function can be expressed as $W^ )$ connected in series is far lower than Horner's method. This paper adds the dendrites' function to artificial Neuron. Therefore, it may be time to improve the neuron of ANNs. Concretely, biological dendrites play a role in extracting the interaction information among inputs (features). However, some recent studies show that biological dendrites participate in the pre-calculation of input data. This design does not consider dendrites' information processing capacity. Artificial Neuron is expressed as $f(wx+b)$ or $f(WX)$. ![]() The neuron of ANNs was designed by the stereotypical knowledge of biological neurons 70 years ago. How to avoid curse of dimensionality(DD:normalization,0.99^∞≈0) : Īrtificial neural networks (ANNs) have won numerous contests in pattern recognition, machine learning, or artificial intelligence in recent years. The paper has been cited in multiple papers, such as IEEE Transactions on Cybernetics and IEEE Transactions on Neural Systems and Rehabilitation Engineering, on Google Scholar. IEEE preprints ranking: Top 1 in yearly popularity **Citation format: Liu, Gang (2020): It may be time to improve the neuron of artificial neural network. 如果使用了 中的内容,而没有引用它, Gang坚决捍卫自己的权利,追究到底! -Papers- Main Paper(AI): It may be time to improve the neuron of artificial neural network(IEEE TechRxiv, This paper is the IEEE TechRxiv Top 1 in yearly popularity.You Must cite it!) 记得引用原文,尤其是这篇论文:Liu, Gang (2020): It may be time to improve the neuron of artificial neural network. If you use the content in without citing it, Gang will definitely defend his rights. Remember to cite the original papers, especially this paper: Liu, Gang (2020): It may be time to improve the neuron of artificial neural network.IEEE TechRxiv. + As long as you cite it in accordance with the specification, you can use gang neuron in your paper at will.
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