Evolutionary Dendritic Neural Model for Classification Problems
Joint Authors
Lin, Qiuzhen
Qian, Xiaoxiao
Todo, Yuki
Ji, Junkai
Tang, Cheng
Source
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-08-19
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
In this paper, an evolutionary dendritic neuron model (EDNM) is proposed to solve classification problems.
It utilizes synapses and dendritic branches to implement the nonlinear computation.
Distinct from the classical dendritic neuron model (CDNM) trained by the backpropagation (BP) algorithm, the proposed EDNM is trained by a metaheuristic cuckoo search (CS) algorithm instead, which has been regarded as a global searching algorithm.
CS algorithm enables EDNM to avoid several disadvantages, such as slow convergence, trapping into local minimum, and being sensitive to initial values.
To evaluate the performance of EDNM, we compare it with a multilayer perceptron (MLP) and CDNM on two benchmark classification problems.
The experimental results demonstrate that EDNM is superior to MLP and CDNM in terms of accuracy rate, receiver operator characteristic curve (ROC), and convergence speed.
In addition, the neural structure of EDNM can be replaced by a logical circuit completely, which can be implemented in hardware easily.
The corresponding experimental results also verify the effectiveness of the logical circuit classifier.
American Psychological Association (APA)
Qian, Xiaoxiao& Tang, Cheng& Todo, Yuki& Lin, Qiuzhen& Ji, Junkai. 2020. Evolutionary Dendritic Neural Model for Classification Problems. Complexity،Vol. 2020, no. 2020, pp.1-13.
https://search.emarefa.net/detail/BIM-1142849
Modern Language Association (MLA)
Qian, Xiaoxiao…[et al.]. Evolutionary Dendritic Neural Model for Classification Problems. Complexity No. 2020 (2020), pp.1-13.
https://search.emarefa.net/detail/BIM-1142849
American Medical Association (AMA)
Qian, Xiaoxiao& Tang, Cheng& Todo, Yuki& Lin, Qiuzhen& Ji, Junkai. Evolutionary Dendritic Neural Model for Classification Problems. Complexity. 2020. Vol. 2020, no. 2020, pp.1-13.
https://search.emarefa.net/detail/BIM-1142849
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1142849