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author:

Chen, Guang-Yong (Chen, Guang-Yong.) [1] | Gan, Min (Gan, Min.) [2] | Chen, C. L. Philip (Chen, C. L. Philip.) [3] | Zhu, Hong-Tao (Zhu, Hong-Tao.) [4] | Chen, Long (Chen, Long.) [5]

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Abstract:

Deep neural networks have achieved breakthrough improvement in various application fields. Nevertheless, they usually suffer from a time-consuming training process because of the complicated structures of neural networks with a huge number of parameters. As an alternative, a fast and efficient discriminative broad learning system (BLS) is proposed, which takes the advantages of flat structure and incremental learning. The BLS has achieved outstanding performance in classification and regression problems. However, the previous studies ignored the reason why the BLS can generalize well. In this article, we focus on the interpretation from the viewpoint of the frequency domain. We discover the existence of the frequency principle in BLS, i.e., the BLS preferentially captures low-frequency components quickly and then fits the high frequencies during the incremental process of adding feature nodes and enhancement nodes. The frequency principle may be of great inspiration for expanding the application of BLS. © 2012 IEEE.

Keyword:

Deep neural networks Fourier analysis Fourier series Frequency domain analysis Job analysis Learning systems Time series analysis

Community:

  • [ 1 ] [Chen, Guang-Yong]Qingdao University, College of Computer Science and Technology, Qingdao; 266071, China
  • [ 2 ] [Chen, Guang-Yong]Fuzhou University, College of Mathematics and Computer Science, Fuzhou; 350108, China
  • [ 3 ] [Gan, Min]Qingdao University, College of Computer Science and Technology, Qingdao; 266071, China
  • [ 4 ] [Gan, Min]Fuzhou University, College of Mathematics and Computer Science, Fuzhou; 350108, China
  • [ 5 ] [Chen, C. L. Philip]South China University of Technology, School of Computer Science and Engineering, Guangzhou; 510641, China
  • [ 6 ] [Zhu, Hong-Tao]Fuzhou University, College of Mathematics and Computer Science, Fuzhou; 350116, China
  • [ 7 ] [Chen, Long]University of Macau, Faculty of Science and Technology, Macau; 99999, China

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IEEE Transactions on Neural Networks and Learning Systems

ISSN: 2162-237X

Year: 2022

Issue: 11

Volume: 33

Page: 6983-6989

1 0 . 4

JCR@2022

1 0 . 2 0 0

JCR@2023

ESI HC Threshold:61

JCR Journal Grade:1

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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