IEEE Computational Intelligence Magazine - November 2022 - 1
Volume 17 Number 4 ❏ November 2022
www.ieee-cis.org
Features
16 Meta-Learning for Fast and Privacy-Preserving Source Knowledge
Transfer of EEG-Based BCIs
by Siyang Li, Huanyu Wu, Lieyun Ding, and Dongrui Wu
27 Vision-Action Semantic Associative Learning Based on Spiking Neural
Networks for Cognitive Robot
by Jiaxin Li, Dengju Li, Runhao Jiang, Rong Xiao, Huajin Tang, and Kay Chen Tan
39 Training Deep Architectures Without End-to-End Backpropagation:
A Survey on the Provably Optimal Methods
by Shiyu Duan and José C. Príncipe
Columns
on the cover
©SHUTTERSTOCK.COM/YURCHanKa SiaRHEi
52 AI-eXplained
Choosing Representation, Mutation, and Crossover in Genetic Algorithms
by Alexander Dockhorn and Simon Lucas
54 Research Frontier
An Evolutionary Multitasking Method for Multiclass Classification
by Fan Cheng, Congcong Zhang, and Xingyi Zhang
Departments
2 Editor's Remarks
4 President's Message
by Jim Keller
6 Industrial and Governmental
Activities
by Piero P. Bonissone and Gary B. Fogel
8 Conference Reports
by Marco Gori, Alessandro Sperduti,
and Piero Bonissone
IEEE Computational Intelligence Magazine (ISSN 1556-603X) is published quarterly by The Institute of Electrical and Electronics Engineers,
Inc. Headquarters: 3 Park Avenue, 17th Floor, New York, NY 10016-5997, U.S.A. +1 212 419 7900. Responsibility for the contents rests upon the
authors and not upon the IEEE, the Society, or its members. The magazine is a membership benefit of the IEEE Computational Intelligence Society,
and subscriptions are included in Society fee. Replacement copies for members are available for US$20 (one copy only). Nonmembers can purchase
individual copies for US$220.00. Nonmember subscription prices are available on request. Copyright and Reprint Permissions: Abstracting is
permitted with credit to the source. Libraries are permitted to photocopy beyond the limits of the U.S. Copyright law for private use of patrons: 1)
those post-1977 articles that carry a code at the bottom of the first page, provided the per-copy fee is paid through the Copyright Clearance Center,
222 Rosewood Drive, Danvers, MA 01970, U.S.A.; and 2) pre-1978 articles without fee. For other copying, reprint, or republication permission,
write to: Copyrights and Permissions Department, IEEE Service Center, 445 Hoes Lane, Piscataway NJ 08854 U.S.A. Copyright © 2022 by
The Institute of Electrical and Electronics Engineers, Inc. All rights reserved. Periodicals postage paid at New York, NY and at additional mailing
offices. Postmaster: Send address changes to IEEE Computational Intelligence Magazine, IEEE, 445 Hoes Lane, Piscataway, NJ 08854-1331 U.S.A.
PRINTED IN U.S.A. Canadian GST #125634188.
13 Publication Spotlight
by Yongduan Song, Jon Garibaldi,
Carlos A. Coello Coello,
Georgios N. Yannakakis,
and Yew Soon Ong
70 Conference Calendar
by Marley Vellasco and Leandro Minku
Digital Object Identifier 10.1109/MCI.2022.3206706
NOVEMBER 2022 | IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE 1
http://www.ieee-cis.org
http://www.SHUTTERSTOCK.COM/YURCHanKa
IEEE Computational Intelligence Magazine - November 2022
Table of Contents for the Digital Edition of IEEE Computational Intelligence Magazine - November 2022
Contents
IEEE Computational Intelligence Magazine - November 2022 - Cover1
IEEE Computational Intelligence Magazine - November 2022 - Cover2
IEEE Computational Intelligence Magazine - November 2022 - Contents
IEEE Computational Intelligence Magazine - November 2022 - 2
IEEE Computational Intelligence Magazine - November 2022 - 3
IEEE Computational Intelligence Magazine - November 2022 - 4
IEEE Computational Intelligence Magazine - November 2022 - 5
IEEE Computational Intelligence Magazine - November 2022 - 6
IEEE Computational Intelligence Magazine - November 2022 - 7
IEEE Computational Intelligence Magazine - November 2022 - 8
IEEE Computational Intelligence Magazine - November 2022 - 9
IEEE Computational Intelligence Magazine - November 2022 - 10
IEEE Computational Intelligence Magazine - November 2022 - 11
IEEE Computational Intelligence Magazine - November 2022 - 12
IEEE Computational Intelligence Magazine - November 2022 - 13
IEEE Computational Intelligence Magazine - November 2022 - 14
IEEE Computational Intelligence Magazine - November 2022 - 15
IEEE Computational Intelligence Magazine - November 2022 - 16
IEEE Computational Intelligence Magazine - November 2022 - 17
IEEE Computational Intelligence Magazine - November 2022 - 18
IEEE Computational Intelligence Magazine - November 2022 - 19
IEEE Computational Intelligence Magazine - November 2022 - 20
IEEE Computational Intelligence Magazine - November 2022 - 21
IEEE Computational Intelligence Magazine - November 2022 - 22
IEEE Computational Intelligence Magazine - November 2022 - 23
IEEE Computational Intelligence Magazine - November 2022 - 24
IEEE Computational Intelligence Magazine - November 2022 - 25
IEEE Computational Intelligence Magazine - November 2022 - 26
IEEE Computational Intelligence Magazine - November 2022 - 27
IEEE Computational Intelligence Magazine - November 2022 - 28
IEEE Computational Intelligence Magazine - November 2022 - 29
IEEE Computational Intelligence Magazine - November 2022 - 30
IEEE Computational Intelligence Magazine - November 2022 - 31
IEEE Computational Intelligence Magazine - November 2022 - 32
IEEE Computational Intelligence Magazine - November 2022 - 33
IEEE Computational Intelligence Magazine - November 2022 - 34
IEEE Computational Intelligence Magazine - November 2022 - 35
IEEE Computational Intelligence Magazine - November 2022 - 36
IEEE Computational Intelligence Magazine - November 2022 - 37
IEEE Computational Intelligence Magazine - November 2022 - 38
IEEE Computational Intelligence Magazine - November 2022 - 39
IEEE Computational Intelligence Magazine - November 2022 - 40
IEEE Computational Intelligence Magazine - November 2022 - 41
IEEE Computational Intelligence Magazine - November 2022 - 42
IEEE Computational Intelligence Magazine - November 2022 - 43
IEEE Computational Intelligence Magazine - November 2022 - 44
IEEE Computational Intelligence Magazine - November 2022 - 45
IEEE Computational Intelligence Magazine - November 2022 - 46
IEEE Computational Intelligence Magazine - November 2022 - 47
IEEE Computational Intelligence Magazine - November 2022 - 48
IEEE Computational Intelligence Magazine - November 2022 - 49
IEEE Computational Intelligence Magazine - November 2022 - 50
IEEE Computational Intelligence Magazine - November 2022 - 51
IEEE Computational Intelligence Magazine - November 2022 - 52
IEEE Computational Intelligence Magazine - November 2022 - 53
IEEE Computational Intelligence Magazine - November 2022 - 54
IEEE Computational Intelligence Magazine - November 2022 - 55
IEEE Computational Intelligence Magazine - November 2022 - 56
IEEE Computational Intelligence Magazine - November 2022 - 57
IEEE Computational Intelligence Magazine - November 2022 - 58
IEEE Computational Intelligence Magazine - November 2022 - 59
IEEE Computational Intelligence Magazine - November 2022 - 60
IEEE Computational Intelligence Magazine - November 2022 - 61
IEEE Computational Intelligence Magazine - November 2022 - 62
IEEE Computational Intelligence Magazine - November 2022 - 63
IEEE Computational Intelligence Magazine - November 2022 - 64
IEEE Computational Intelligence Magazine - November 2022 - 65
IEEE Computational Intelligence Magazine - November 2022 - 66
IEEE Computational Intelligence Magazine - November 2022 - 67
IEEE Computational Intelligence Magazine - November 2022 - 68
IEEE Computational Intelligence Magazine - November 2022 - 69
IEEE Computational Intelligence Magazine - November 2022 - 70
IEEE Computational Intelligence Magazine - November 2022 - 71
IEEE Computational Intelligence Magazine - November 2022 - 72
IEEE Computational Intelligence Magazine - November 2022 - Cover3
IEEE Computational Intelligence Magazine - November 2022 - Cover4
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202311
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202308
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202305
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202302
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202211
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202208
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202205
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202202
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202111
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202108
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202105
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202102
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202011
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202008
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202005
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202002
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201911
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201908
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201905
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201902
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201811
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201808
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201805
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201802
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_winter17
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_fall17
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_summer17
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_spring17
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_winter16
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_fall16
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_summer16
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_spring16
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_winter15
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_fall15
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_summer15
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_spring15
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_winter14
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_fall14
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_summer14
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_spring14
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_winter13
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_fall13
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_summer13
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_spring13
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_winter12
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_fall12
https://www.nxtbookmedia.com