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Deep Extreme Learning Machine and Its Application in EEG Classification
Joint Authors
Zhang, Nan
Xu, Xinzheng
Guo, Lili
Zhang, Jian
Ding, Shifei
Source
Mathematical Problems in Engineering
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-05-27
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
Recently, deep learning has aroused wide interest in machine learning fields.
Deep learning is a multilayer perceptron artificial neural network algorithm.
Deep learning has the advantage of approximating the complicated function and alleviating the optimization difficulty associated with deep models.
Multilayer extreme learning machine (MLELM) is a learning algorithm of an artificial neural network which takes advantages of deep learning and extreme learning machine.
Not only does MLELM approximate the complicated function but it also does not need to iterate during the training process.
We combining with MLELM and extreme learning machine with kernel (KELM) put forward deep extreme learning machine (DELM) and apply it to EEG classification in this paper.
This paper focuses on the application of DELM in the classification of the visual feedback experiment, using MATLAB and the second brain-computer interface (BCI) competition datasets.
By simulating and analyzing the results of the experiments, effectiveness of the application of DELM in EEG classification is confirmed.
American Psychological Association (APA)
Ding, Shifei& Zhang, Nan& Xu, Xinzheng& Guo, Lili& Zhang, Jian. 2015. Deep Extreme Learning Machine and Its Application in EEG Classification. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-11.
https://search.emarefa.net/detail/BIM-1072953
Modern Language Association (MLA)
Ding, Shifei…[et al.]. Deep Extreme Learning Machine and Its Application in EEG Classification. Mathematical Problems in Engineering No. 2015 (2015), pp.1-11.
https://search.emarefa.net/detail/BIM-1072953
American Medical Association (AMA)
Ding, Shifei& Zhang, Nan& Xu, Xinzheng& Guo, Lili& Zhang, Jian. Deep Extreme Learning Machine and Its Application in EEG Classification. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-11.
https://search.emarefa.net/detail/BIM-1072953
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1072953