Mr2DNM: A Novel Mutual Information-Based Dendritic Neuron Model
Joint Authors
Wang, Yirui
Gao, Shangce
Qian, Xiaoxiao
Cao, Shuyang
Todo, Yuki
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-08-01
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
By employing a neuron plasticity mechanism, the original dendritic neuron model (DNM) has been succeeded in the classification tasks with not only an encouraging accuracy but also a simple learning rule.
However, the data collected in real world contain a lot of redundancy, which causes the process of analyzing data by DNM become complicated and time-consuming.
This paper proposes a reliable hybrid model which combines a maximum relevance minimum redundancy (Mr2) feature selection technique with DNM (namely, Mr2DNM) for classifying the practical classification problems.
The mutual information-based Mr2 is applied to evaluate and rank the most informative and discriminative features for the given dataset.
The obtained optimal feature subset is used to train and test the DNM for classifying five different problems arisen from medical, physical, and social scenarios.
Experimental results suggest that the proposed Mr2DNM outperforms DNM and other six classification algorithms in terms of accuracy and computational efficiency.
American Psychological Association (APA)
Qian, Xiaoxiao& Wang, Yirui& Cao, Shuyang& Todo, Yuki& Gao, Shangce. 2019. Mr2DNM: A Novel Mutual Information-Based Dendritic Neuron Model. Computational Intelligence and Neuroscience،Vol. 2019, no. 2019, pp.1-13.
https://search.emarefa.net/detail/BIM-1129566
Modern Language Association (MLA)
Qian, Xiaoxiao…[et al.]. Mr2DNM: A Novel Mutual Information-Based Dendritic Neuron Model. Computational Intelligence and Neuroscience No. 2019 (2019), pp.1-13.
https://search.emarefa.net/detail/BIM-1129566
American Medical Association (AMA)
Qian, Xiaoxiao& Wang, Yirui& Cao, Shuyang& Todo, Yuki& Gao, Shangce. Mr2DNM: A Novel Mutual Information-Based Dendritic Neuron Model. Computational Intelligence and Neuroscience. 2019. Vol. 2019, no. 2019, pp.1-13.
https://search.emarefa.net/detail/BIM-1129566
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1129566