Educational Behaviour Analysis Using Convolutional Neural Network and Particle Swarm Optimization Algorithm

With the continuous development of online technology, online education has become a trend. To improve the quality of online education, a comprehensive and effective analysis of educational behaviour is necessary. In this paper, we proposed a network model based on the ResNet50 network fused with a b...

Celý popis

Uložené v:
Podrobná bibliografia
Vydané v:Advances in Multimedia Ročník 2022; s. 1 - 10
Hlavný autor: Dong, Zhenjiang
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: New York Hindawi 07.07.2022
John Wiley & Sons, Inc
Wiley
Predmet:
Adaptive algorithms
Algorithms
Analysis
Artificial neural networks
Blurring
CAI
Computer assisted instruction
Decision making
Design
Education
Feature extraction
Mathematical optimization
Model accuracy
Online education
Particle swarm optimization
Recognition
Students
Teaching
ISSN:1687-5680, 1687-5699
On-line prístup:Získať plný text
Tagy: Pridať tag
Žiadne tagy, Buďte prvý, kto otaguje tento záznam!
Abstract With the continuous development of online technology, online education has become a trend. To improve the quality of online education, a comprehensive and effective analysis of educational behaviour is necessary. In this paper, we proposed a network model based on the ResNet50 network fused with a bilinear hybrid attention mechanism and proposed an adaptive pooling weight algorithm based on the average pooling algorithm for the problems of image feature extraction caused by traditional pooling algorithm such as mutilation and blurring. At the same time, the hyperparameters of the convolutional neural network model are adaptively adjusted based on the particle swarm algorithm to improve the model recognition accuracy further. Through the experimental validation on NTU-RGB + D and NTU-RGB + D120 data set, the recognition accuracy of this paper is 88.8% for cross-subject (CS), 94.7% for cross-view (CV), 82.8% for cross-subject (CSub) 83.2%, and 84.3% for cross-setup (CSet), respectively. The experimental results show that the algorithm in this paper is an effective method for educational behaviur recognition.
AbstractList With the continuous development of online technology, online education has become a trend. To improve the quality of online education, a comprehensive and effective analysis of educational behaviour is necessary. In this paper, we proposed a network model based on the ResNet50 network fused with a bilinear hybrid attention mechanism and proposed an adaptive pooling weight algorithm based on the average pooling algorithm for the problems of image feature extraction caused by traditional pooling algorithm such as mutilation and blurring. At the same time, the hyperparameters of the convolutional neural network model are adaptively adjusted based on the particle swarm algorithm to improve the model recognition accuracy further. Through the experimental validation on NTU-RGB + D and NTU-RGB + D120 data set, the recognition accuracy of this paper is 88.8% for cross-subject (CS), 94.7% for cross-view (CV), 82.8% for cross-subject (CSub) 83.2%, and 84.3% for cross-setup (CSet), respectively. The experimental results show that the algorithm in this paper is an effective method for educational behaviur recognition.
Audience Academic
Author Dong, Zhenjiang
Author_xml – sequence: 1
  givenname: Zhenjiang
  orcidid: 0000-0002-2540-391X
  surname: Dong
  fullname: Dong, Zhenjiang
  organization: Hebi PolytechnicHebi 458030China
BookMark eNp9kk1vEzEQhleoSJTSGz9gJU6IpvX32scQlRKpoojSszXr9SZud9fB9ja0vx43iYqCAPsw9uiZ1-OZeV0cDH6wRfEWo1OMOT8jiJAzxZiiRL4oDrGQ1YQLpQ6ezxK9Ko5jdDXiqCKSUX5Y3J03o4Hk_ABd-dEu4d75MZTTfH2ILpY30Q2LcuaHe9-NO-yLHcPGpLUPdyUMTfkVQnKms-X1GkJfXq2S693jRrecdgsfXFr2b4qXLXTRHu_sUXHz6fz77PPk8upiPpteTgxlSk4spbySuLJAKK5bVvE2L1YzqCQDzC0WSiCGASmrCJFN3QhqRUUEVQ0CRo-K-Va38XCrV8H1EB60B6c3Dh8WepeuFrXlVFAgighmZQsEGcQ4BmyAQgVZ691WaxX8j9HGpG9zfXIVoiZCIUklpug3tYAs6obWpwCmd9HoaYVRboNEVaZO_0Ll3djemdzN1mX_XsD7vYDMJPszLWCMUc-vv-2zJ1vWBB9jsO3zxzHSTwOinwZE7wYk4-QP3Li06VfOyXX_CvqwDVq6oYG1-_8TvwDlnMmH
CitedBy_id crossref_primary_10_1080_2331186X_2025_2485508
crossref_primary_10_1016_j_eswa_2023_120621
crossref_primary_10_4018_IJWLTT_336851
Cites_doi 10.12973/eurasia.2017.00744a
10.1002/bin.1508
10.1080/02680939.2020.1748722
10.1109/tpami.2016.2560816
10.1088/1742-6596/1882/1/012127
10.1080/00461520.2017.1281747
10.1049/cje.2021.00.080
10.17509/ijal.v8i3.15251
10.3390/su13052888
10.24059/olj.v22i1.1175
10.1007/s00371-019-01630-9
10.1109/TMM.2018.2844085
10.1016/j.neucom.2019.11.048
10.1109/TCSVT.2020.3015051
10.3390/s18124270
10.1371/journal.pone.0219019
10.1109/tpami.2018.2858826
10.1177/0014402917690729
10.3390/rs13122285
10.1007/s10639-019-09892-5
10.1016/j.neucom.2020.10.016
10.1109/lra.2019.2927954
10.1109/TPAMI.2017.2771306
10.1049/iet-ipr.2018.0009
10.1109/tpami.2019.2913372
10.1177/0162643417690255
ContentType Journal Article
Copyright Copyright © 2022 Zhenjiang Dong.
COPYRIGHT 2022 John Wiley & Sons, Inc.
Copyright © 2022 Zhenjiang Dong. This is an open access article distributed under the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0
Copyright_xml – notice: Copyright © 2022 Zhenjiang Dong.
– notice: COPYRIGHT 2022 John Wiley & Sons, Inc.
– notice: Copyright © 2022 Zhenjiang Dong. This is an open access article distributed under the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0
DBID RHU
RHW
RHX
AAYXX
CITATION
ISR
3V.
7SC
7XB
8AL
8FD
8FE
8FG
8FK
ABUWG
AFKRA
ARAPS
AZQEC
BENPR
BGLVJ
CCPQU
CWDGH
DWQXO
GNUQQ
HCIFZ
JQ2
K7-
L7M
L~C
L~D
M0N
P5Z
P62
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
Q9U
DOA
DOI 10.1155/2022/9449328
DatabaseName Hindawi Publishing Complete
Hindawi Publishing Subscription Journals
Hindawi Publishing Open Access
CrossRef
Gale In Context: Science
ProQuest Central (Corporate)
Computer and Information Systems Abstracts
ProQuest Central (purchase pre-March 2016)
Computing Database (Alumni Edition)
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Central (Alumni) (purchase pre-March 2016)
ProQuest Central (Alumni)
ProQuest Central
Advanced Technologies & Computer Science Collection
ProQuest Central Essentials
ProQuest Central
Technology collection
ProQuest One Community College
Middle East & Africa Database
ProQuest Central
ProQuest Central Student
SciTech Premium Collection
ProQuest Computer Science Collection
Computer Science Database
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
Computing Database
Advanced Technologies & Aerospace Database
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Premium
ProQuest One Academic
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic (retired)
ProQuest One Academic UKI Edition
ProQuest Central China
ProQuest Central Basic
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
Publicly Available Content Database
Computer Science Database
ProQuest Central Student
Technology Collection
Technology Research Database
Computer and Information Systems Abstracts – Academic
ProQuest One Academic Middle East (New)
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
ProQuest Computer Science Collection
Computer and Information Systems Abstracts
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Central China
ProQuest Central
ProQuest One Applied & Life Sciences
Middle East & Africa Database
ProQuest Central Korea
ProQuest Central (New)
Advanced Technologies Database with Aerospace
Advanced Technologies & Aerospace Collection
ProQuest Computing
ProQuest Central Basic
ProQuest Computing (Alumni Edition)
ProQuest One Academic Eastern Edition
ProQuest Technology Collection
ProQuest SciTech Collection
Computer and Information Systems Abstracts Professional
Advanced Technologies & Aerospace Database
ProQuest One Academic UKI Edition
ProQuest One Academic
ProQuest One Academic (New)
ProQuest Central (Alumni)
DatabaseTitleList CrossRef

Publicly Available Content Database
Database_xml – sequence: 1
  dbid: RHX
  name: Hindawi Publishing Open Access
  url: http://www.hindawi.com/journals/
  sourceTypes: Publisher
– sequence: 2
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 3
  dbid: PIMPY
  name: Publicly Available Content Database
  url: http://search.proquest.com/publiccontent
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
Education
EISSN 1687-5699
Editor Li, Qiangyi
Editor_xml – sequence: 1
  givenname: Qiangyi
  surname: Li
  fullname: Li, Qiangyi
EndPage 10
ExternalDocumentID oai_doaj_org_article_6be5363a29264e8fa20c0451a1ca3a7a
A710569807
10_1155_2022_9449328
GrantInformation_xml – fundername: Hebi Polytechnic
GroupedDBID .4S
.DC
188
2WC
3V.
4.4
5VS
8FE
8FG
8R4
8R5
AAFWJ
AAJEY
AAKPC
ABUWG
ACM
ADBBV
AFKRA
AFPKN
AINHJ
ALMA_UNASSIGNED_HOLDINGS
ARAPS
ARCSS
AZQEC
BCNDV
BENPR
BGLVJ
BPHCQ
CCPQU
CS3
CWDGH
DWQXO
EBS
EDO
GNUQQ
GROUPED_DOAJ
HCIFZ
IAO
ICD
ISR
ITC
K6V
K7-
KQ8
M0N
OK1
P62
PIMPY
PQQKQ
PROAC
Q2X
RHU
RHW
RHX
TR2
TUS
0R~
24P
AAMMB
AAYXX
ACCMX
ADMLS
AEFGJ
AFFHD
AGXDD
AIDQK
AIDYY
ALUQN
CITATION
H13
PHGZM
PHGZT
PQGLB
M~E
7SC
7XB
8AL
8FD
8FK
JQ2
L7M
L~C
L~D
PKEHL
PQEST
PQUKI
PRINS
Q9U
ID FETCH-LOGICAL-c3498-e3357817ea231bf475ffff4b4a784a15e1696041a09e9228dbd63e672639d0a43
IEDL.DBID DOA
ISSN 1687-5680
IngestDate Fri Oct 03 12:36:36 EDT 2025
Fri Jul 25 21:03:05 EDT 2025
Wed Oct 16 18:06:32 EDT 2024
Tue Oct 15 04:49:51 EDT 2024
Sat Oct 12 03:45:40 EDT 2024
Tue Nov 18 22:32:49 EST 2025
Sat Nov 29 02:50:05 EST 2025
Sun Jun 02 18:49:06 EDT 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Language English
License This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
https://creativecommons.org/licenses/by/4.0
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c3498-e3357817ea231bf475ffff4b4a784a15e1696041a09e9228dbd63e672639d0a43
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0002-2540-391X
OpenAccessLink https://doaj.org/article/6be5363a29264e8fa20c0451a1ca3a7a
PQID 2690838130
PQPubID 237347
PageCount 10
ParticipantIDs doaj_primary_oai_doaj_org_article_6be5363a29264e8fa20c0451a1ca3a7a
proquest_journals_2690838130
gale_infotracmisc_A710569807
gale_infotracacademiconefile_A710569807
gale_incontextgauss_ISR_A710569807
crossref_primary_10_1155_2022_9449328
crossref_citationtrail_10_1155_2022_9449328
hindawi_primary_10_1155_2022_9449328
PublicationCentury 2000
PublicationDate 20220707
PublicationDateYYYYMMDD 2022-07-07
PublicationDate_xml – month: 07
  year: 2022
  text: 20220707
  day: 07
PublicationDecade 2020
PublicationPlace New York
PublicationPlace_xml – name: New York
PublicationTitle Advances in Multimedia
PublicationYear 2022
Publisher Hindawi
John Wiley & Sons, Inc
Wiley
Publisher_xml – name: Hindawi
– name: John Wiley & Sons, Inc
– name: Wiley
References 22
23
24
25
28
B. Tan (16) 2018; 35
Y. F. Song (27) 2020; 31
Y. Wei (14) 2019; 29
S. Xie (26) 2018; 21
11
12
13
15
17
18
19
J. Liu (10) 2017; 40
1
2
3
4
5
6
7
8
9
20
21
References_xml – ident: 4
  doi: 10.12973/eurasia.2017.00744a
– ident: 3
  doi: 10.1002/bin.1508
– ident: 1
  doi: 10.1080/02680939.2020.1748722
– ident: 17
  doi: 10.1109/tpami.2016.2560816
– ident: 18
  doi: 10.1088/1742-6596/1882/1/012127
– ident: 9
  doi: 10.1080/00461520.2017.1281747
– ident: 28
  doi: 10.1049/cje.2021.00.080
– ident: 7
  doi: 10.17509/ijal.v8i3.15251
– volume: 35
  start-page: 45
  issue: 33
  year: 2018
  ident: 16
  article-title: Research on the algorithm of students’ classroom behaviour detection based on faster R-CNN
  publication-title: Modern Computer
– ident: 8
  doi: 10.3390/su13052888
– ident: 2
  doi: 10.24059/olj.v22i1.1175
– ident: 22
  doi: 10.1007/s00371-019-01630-9
– volume: 21
  start-page: 211
  issue: 1
  year: 2018
  ident: 26
  article-title: Facial expression recognition using hierarchical features with deep comprehensive multipatches aggregation convolutional neural networks
  publication-title: IEEE Transactions on Multimedia
  doi: 10.1109/TMM.2018.2844085
– ident: 13
  doi: 10.1016/j.neucom.2019.11.048
– volume: 31
  start-page: 1915
  issue: 5
  year: 2020
  ident: 27
  article-title: Richly activated graph convolutional network for robust skeleton-based action recognition
  publication-title: IEEE Transactions on Circuits and Systems for Video Technology
  doi: 10.1109/TCSVT.2020.3015051
– ident: 20
  doi: 10.3390/s18124270
– ident: 6
  doi: 10.1371/journal.pone.0219019
– ident: 15
  doi: 10.1109/tpami.2018.2858826
– ident: 5
  doi: 10.1177/0014402917690729
– ident: 19
  doi: 10.3390/rs13122285
– ident: 12
  doi: 10.1007/s10639-019-09892-5
– ident: 24
  doi: 10.1016/j.neucom.2020.10.016
– ident: 25
  doi: 10.1109/lra.2019.2927954
– volume: 29
  start-page: 87
  issue: 7
  year: 2019
  ident: 14
  article-title: The recognition of students’ classroom behaviours based on deep learning
  publication-title: Modern Educational Technology
– volume: 40
  start-page: 3007
  issue: 12
  year: 2017
  ident: 10
  article-title: Skeleton-based action recognition using spatio-temporal LSTM network with trust gates
  publication-title: IEEE Transactions on Pattern Analysis and Machine Intelligence
  doi: 10.1109/TPAMI.2017.2771306
– ident: 21
  doi: 10.1049/iet-ipr.2018.0009
– ident: 23
  doi: 10.1109/tpami.2019.2913372
– ident: 11
  doi: 10.1177/0162643417690255
SSID ssib050728435
ssj0060728
Score 2.2142081
Snippet With the continuous development of online technology, online education has become a trend. To improve the quality of online education, a comprehensive and...
SourceID doaj
proquest
gale
crossref
hindawi
SourceType Open Website
Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 1
SubjectTerms Adaptive algorithms
Algorithms
Analysis
Artificial neural networks
Blurring
CAI
Computer assisted instruction
Decision making
Design
Education
Feature extraction
Mathematical optimization
Model accuracy
Online education
Particle swarm optimization
Recognition
Students
Teaching
SummonAdditionalLinks – databaseName: Hindawi Publishing Open Access
  dbid: RHX
  link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1ba9RAFB5sUfDFu3R1lUEqPkgwmVtmHtdiqSC1tCr7Nkwmk3axm5Vkt_37njOdBNYimpeQ5GNIcm7fkJNvCNmHGt54KBQQSBBuwvAqc6XTWQ3Fh4uqDkVcDObHl_L4WM_n5iSJJPW3P-FDtcPpOftgBIzD9A7Z0RKd9_RoPrgNMBrIsXxkvQqPcZ6lIH6k0vnQ7_7HWFuVKAr2j2n53gVOiK8XtxJ0rDqHj8iDRBfp7Ma-j8md0D4hD4elGGiKzKfk59ioAeikebjp6CA5QmNnAD1YtVfJ1QCGuhxxFxvBqWtrepIciZ5du25Jv0I-WaYfNens8nzVLdYXy2fk--GnbwdHWVpHIfNcGJ0FjpI2RRkckLmqEaVsYBOVcKUWrpChUCjRUrjcBMOYrqta8aBKBuylzp3gz8luu2rDHqFgwZyBWREvdPBONIVXleQ1zyudlxPyfnin1ieRcVzr4tLGyYaUFi1gkwUm5O2I_nUjrvEX3Ec0z4hBSex4AtzEphdjVRUkV9wxAxwv6Max3KN4jiu84-B_E_IGjWtR9KLFrppzt-l7-_ns1M6AZkll4v2_S6BmBfftXfpJAZ4edbK2kNMtJESl37q8n3zoH082HRzMpuTRW6YMEGMN7OLF_43yktzHw9hFXE7J7rrbhFfkrr9aL_rudQyW361YB0Q
  priority: 102
  providerName: Hindawi Publishing
– databaseName: Computer Science Database
  dbid: K7-
  link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Lb9QwELaggMSFQqFiYUEWKuKAoibxMye0VFQgUKkooN4sx3G2Fd2kJLvt32fGdQIrBBzIJdlkNrLjbx52Jt8QsgM-vHbgKECRQN14wcrEKquTCpwP42Xls1AM5usHdXCgj4-Lw7jg1se0ysEmBkNdtQ7XyHdzmMZpcC8sfXX-PcGqUfh2NZbQuE5uwD0zxPl7lQx4glAHjC8bw2GJv3ECJkGxhNTpkAgvBK4B5LsFh8ZiXfZfXFRg8h_t9a0TnClfnv5muYM72t_8347cJXdiIEpnV8i5R675ZotsDkUeaNT5LSzrHFNA7pNv4zH8MzIrrjo6EJvQkH9A99rmIgIaxJD9I-xCujm1TUUPI1zp0aXtFvQjWK1F_ByUzs7m0NjlyeIB-bL_5vPe2yRWa0gc44VOPEPinEx5CyFjWXMlath4ya3S3GbCZxKJYDKbFr7Ic12VlWReqhxipCq1nG2TjaZt_ENCASdpDuBBea69s7zOnCwFq1ha6lRNyMthgIyLVOZYUePMhCmNEAaH08ThnJDno_T5FYXHH-Re41iPMki8HU603dzEB2Nk6QWTzOYFRJJe1zZPHVL02MxZBiifkGeIFIPUGg3m7sztqu_Nu6NPZgbBnJBFaP-LKFS30G5n46cQ0Htk41qTnK5Jgu67tcs7EZD_6Nl0gKKJJqo3P3H46O-XH5PbeLOQo6ymZGPZrfwTctNdLE_77mnQuB_PUStu
  priority: 102
  providerName: ProQuest
Title Educational Behaviour Analysis Using Convolutional Neural Network and Particle Swarm Optimization Algorithm
URI https://dx.doi.org/10.1155/2022/9449328
https://www.proquest.com/docview/2690838130
https://doaj.org/article/6be5363a29264e8fa20c0451a1ca3a7a
Volume 2022
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAON
  databaseName: DOAJ Directory of Open Access Journals
  customDbUrl:
  eissn: 1687-5699
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0060728
  issn: 1687-5680
  databaseCode: DOA
  dateStart: 20070101
  isFulltext: true
  titleUrlDefault: https://www.doaj.org/
  providerName: Directory of Open Access Journals
– providerCode: PRVHPJ
  databaseName: ROAD: Directory of Open Access Scholarly Resources
  customDbUrl:
  eissn: 1687-5699
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssib050728435
  issn: 1687-5680
  databaseCode: M~E
  dateStart: 20070101
  isFulltext: true
  titleUrlDefault: https://road.issn.org
  providerName: ISSN International Centre
– providerCode: PRVPQU
  databaseName: Advanced Technologies & Aerospace Database (ProQuest)
  customDbUrl:
  eissn: 1687-5699
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0060728
  issn: 1687-5680
  databaseCode: P5Z
  dateStart: 20080101
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/hightechjournals
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Computer Science Database
  customDbUrl:
  eissn: 1687-5699
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0060728
  issn: 1687-5680
  databaseCode: K7-
  dateStart: 20080101
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/compscijour
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Middle East & Africa Database
  customDbUrl:
  eissn: 1687-5699
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0060728
  issn: 1687-5680
  databaseCode: CWDGH
  dateStart: 20080101
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/middleeastafrica
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl:
  eissn: 1687-5699
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0060728
  issn: 1687-5680
  databaseCode: BENPR
  dateStart: 20080101
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Publicly Available Content Database
  customDbUrl:
  eissn: 1687-5699
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0060728
  issn: 1687-5680
  databaseCode: PIMPY
  dateStart: 20080101
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/publiccontent
  providerName: ProQuest
– providerCode: PRVWIB
  databaseName: Wiley Online Library Open Access
  customDbUrl:
  eissn: 1687-5699
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0060728
  issn: 1687-5680
  databaseCode: 24P
  dateStart: 20070101
  isFulltext: true
  titleUrlDefault: https://authorservices.wiley.com/open-science/open-access/browse-journals.html
  providerName: Wiley-Blackwell
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3Nb9MwFLfQAIkL34hCmSw0xAFFS2I7do7d1GkTrEQdoMLFchxnq1hTlLbbjb-d91ynWoXQLuTgqM1Pre33aenl9wjZgxheWwgUYEhgbjxnZWSkUVEFwYfxsnKJbwbz7ZMcjdRkkhc3Wn1hTdiaHni9cftZ6QTLmElzCN1O1SaNLXKimMQaBj-L3heynu4wtfbBWSxT1ZW5C4En_HQ_5zAV7Lp-IwB5nv6NN75_gefg6-lfftkHm6PH5GHIEulgPbsn5I5rnpJHXQcGGgzyGfm5qc8AdKA6XLW0YxqhviCAHs6bq6BhAEM6Dn_z9d_UNBUtwjbQs2vTzuhncCOz8H4mHVyez9vp8mL2nHw9Gn45PI5C-4TIMp6ryDFkskmkM5DDlTWXooaLl9xIxU0iXJIhM0ti4tzlaaqqssqYy2QKSUsVG85ekJ1m3riXhILg4hSkiXiunDW8TmxWClaxuFSx7JEP3Z5qG7jFscXFpfZnDCE0SkAHCfTIuw3615pT4x-4AxTPBoNM2P4L0A8dNkbfph898haFq5HrosFimnOzWiz0ydlYDyC7Elnu5_8-gOo5zNua8G4CrB7psbaQ_S0kGKPderwXdOiWlfU7BdPBZyx0muWQDytIKl79j4W_Jg_wL31pseyTnWW7cm_IPXu1nC7aXXL3YDgqxrvebGD8KCMYT38PYSzED3henJwW3-HT-HjyBwRnG8A
linkProvider Directory of Open Access Journals
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V3Pb9MwFLbGBoILgwGiUMBCGxxQtCR2EufAoXSMVitlYgN2M47jdBNrMpJ2Ff8UfyPvZU6gQsBpB3Jp0rxEjvu-9yN9_h4hm-DDMw2OAoAEcOMxSxwVKeGk4HwYT1Lj1c1gPo6i8VgcHcX7K-R7sxYGyyobm1gb6rTQ-I5824c0ToB7Ya6toNwz3xaQn1UvhzvwY275_u7rw_7AsS0EHM14LBzDkM3Fi4yCOCbJeBRksPGEq0hw5QXGC5GdxFNubGLfF2mShsyEkQ-OO3UVZ3DfZ2dfHexShf_m2pYdV8iaCGMBiFrrf9p5M2g0GIIrMPesDcBDPMaULwQoB6Fwm9L7IMC3Dv52zGF6sBP8L06x7h3Qeohrx5ibL05-8xW1A9xd_9-m7ha5aUNt2rvAxm2yYvINst60saDWqm1g42pb5HKHfGn34UrLHTkvaUPdQusKC9ov8nMLWRBDfpP6oy6opypP6b4FJD1YqHJK34FdntoFr7R3OoHBzo6nd8mHS5mRe2Q1L3Jzn1BAgusDPFCeC6MVzzwdJgFLmZsIN-qQF41CSG3J2rFnyKmsk7YgkKg-0qpPh2y10mcXJCV_kHuFutXKILV4_UVRTqSdGBkmJmAhU34MsbIRmfJdjSREytOKAY475ClqpkTykByrkyZqXlVyePBe9iBcDQAXOP7nVigrYNxa2cUe8PTIN7Yk2V2SBOuml05vWgD848m6jepLa4Qr-VPvH_z99BNyfXD4diRHw_HeQ3IDb1xXZEddsjor5-YRuarPZydV-djinZLPlw2dH_feh2Y
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Lb9NAEF6V8hAXCgXUQIAVasUBWbG9u34cEAotEVGqEFFAvS3r9Tqt2tjFSRrx1_h1zGzWgQgBpx7IJQ9PLO9mvvlmndlvCNkFDi80EAUACeDGU5Z5KlaJlwP5MJ7lJrDNYD4fxsNhcnycjjbI92YvDJZVNjHRBuq80niPvBPCMi4BemF-p3BlEaOD3uuLrx52kMJ_Wpt2GksXGZhvC1i-TV_1D-C33gvD3tuP--8812HA04yniWcYir0EsVGQ5mQFj0UBD55xFSdcBcIEEYqXBMpPTRqGSZ7lETNRHAKv577iDM57jVwHFhaIsUHsNb4MaRYEfrZKxSN8j4u_CEAtosRvivCFwPsPYSflMFHYE_4XerRdBFZccfMEV-mL099Yw1Jhb-t_nsS75I5LwGl3iZh7ZMOU22SraW5BXazbxnbWrvTlPjlbvYZvOkXJeU0bQRdq6y7oflVeOiCDGaqe2CdbZk9VmdORgyk9Wqh6Qt9DtJ64bbC0ez6GyZmdTB6QT1cy_Idks6xKs0Mo4MMPATRozxOjFS8CHWWC5czPEj9ukZeNc0jtJNyxk8i5tEs5ISS6knSu1CJ7K-uLpXTJH-zeoJ-tbFBw3H5Q1WPpJkZGmREsYipMIYM2SaFCX6M0kQq0YoDuFnmOXipRUqREvxqr-XQq-0cfZBeSWBGl9vpfOKOiguvWym0BgdGjCtmaZXvNEmKeXju868Dwj5G1GxhIF5qn8icGHv398DNyC8AhD_vDwWNyG89ry7TjNtmc1XPzhNzQl7PTaf3UAp-SL1cNkh_iKI6V
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Educational+Behaviour+Analysis+Using+Convolutional+Neural+Network+and+Particle+Swarm+Optimization+Algorithm&rft.jtitle=Advances+in+Multimedia&rft.au=Dong%2C+Zhenjiang&rft.date=2022-07-07&rft.pub=John+Wiley+%26+Sons%2C+Inc&rft.issn=1687-5680&rft.volume=2022&rft_id=info:doi/10.1155%2F2022%2F9449328&rft.externalDocID=A710569807
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1687-5680&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1687-5680&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1687-5680&client=summon