Working Paper Article Version 1 This version is not peer-reviewed

It May Be Time to Perfect the Neuron of Artificial Neural Network

Version 1 : Received: 13 June 2020 / Approved: 14 June 2020 / Online: 14 June 2020 (14:32:10 CEST)

How to cite: Liu, G. It May Be Time to Perfect the Neuron of Artificial Neural Network. Preprints 2020, 2020060175 Liu, G. It May Be Time to Perfect the Neuron of Artificial Neural Network. Preprints 2020, 2020060175

Abstract

In recent years, artificial neural networks (ANNs) have won numerous contests in pattern recognition, machine learning, and artificial intelligence. The basic unit of an ANN is to mimic neurons in the brain. Neuron in ANNs is expressed as f (wx+b) or f (wx). This structure does not consider the information processing capabilities of dendrites. However, recently, studies shown that dendrites participate in pre-calculation in the brain. Concretely, biological dendrites play a role in the pre-processing to the interaction information of input data. Therefore, it is time to perfect the neuron of the neural network. This paper, add dendrite processing section, presents a novel artificial neuron, according to our previous studies (CR-PNN or Gang transform). The dendrite processing section can be expressed as . Because I perfected the basic unit of ANNs— neuron, there are so many networks to try. This article gives the basic architecture for reference in future research.

Subject Areas

neural network; neuron; CR-PNN; Gang transform

Comments (1)

Comment 1
Received: 15 June 2020
Commenter: Gang Liu
The commenter has declared there is no conflict of interests.
Comment: I am Gang Liu.

1.Do this research for interest.
2.The study will not be submitted to a journal. Thus, I retain the copyright to this research.
3. You can quote my research and apply Gang neuron to your study.
4. The study will continue to be updated in the future. If your research using Gang neuron interests me, I will quote yours and update the version.

5.Welcome to follow me. Some information can be found on my github (later updated).
https://github.com/liugang1234567/Gang-neuron
+ Respond to this comment

We encourage comments and feedback from a broad range of readers. See criteria for comments and our diversity statement.

Leave a public comment
Send a private comment to the author(s)
Views 0
Downloads 0
Comments 1
Metrics 0


×
Alerts
Notify me about updates to this article or when a peer-reviewed version is published.