The Attribute Selection Method Based on PSO

In order to reduce the instances influence, PSO-based attribute selection method is proposed in this paper. This method mainly use PSO algorithm to solve the optimal entropy of instances and obtain the corresponding attribute threshold value. According to the threshold, the attribute priority is det...

Full description

Saved in:
Bibliographic Details
Published inApplied Mechanics and Materials Vol. 44-47; pp. 3284 - 3288
Main Authors Jiang, Hua, Li, Jun Qing, Zheng, Li Ping
Format Journal Article
LanguageEnglish
Published Zurich Trans Tech Publications Ltd 01.01.2011
Subjects
Information Gain
Ontology
Attribute Priority
Particle Swarm Optimization Algorithm (PSO)
Online AccessGet full text
ISBN3037850043
9783037850046
ISSN1660-9336
1662-7482
1662-7482
DOI10.4028/www.scientific.net/AMM.44-47.3284

Cover

Abstract In order to reduce the instances influence, PSO-based attribute selection method is proposed in this paper. This method mainly use PSO algorithm to solve the optimal entropy of instances and obtain the corresponding attribute threshold value. According to the threshold, the attribute priority is determined. At last, selecting attribute according to priority. In experiment, specify the concept attribute priority in ontolgoy and verify the algorithm performance. Experimental results show that this algorithm reduces the dependency to instances and improve the accuracy. Otherwise, the computation quantity is reduced.
AbstractList In order to reduce the instances influence, PSO-based attribute selection method is proposed in this paper. This method mainly use PSO algorithm to solve the optimal entropy of instances and obtain the corresponding attribute threshold value. According to the threshold, the attribute priority is determined. At last, selecting attribute according to priority. In experiment, specify the concept attribute priority in ontolgoy and verify the algorithm performance. Experimental results show that this algorithm reduces the dependency to instances and improve the accuracy. Otherwise, the computation quantity is reduced.
Author Li, Jun Qing
Zheng, Li Ping
Jiang, Hua
Author_xml – givenname: Hua
  surname: Jiang
  fullname: Jiang, Hua
  email: Jianghua@lcu.edu.cn
  organization: Liaocheng University : College of Computer Science
– givenname: Jun Qing
  surname: Li
  fullname: Li, Jun Qing
  email: Lijunqing@lcu.edu.cn
  organization: Liaocheng University : College of Computer Science
– givenname: Li Ping
  surname: Zheng
  fullname: Zheng, Li Ping
  email: zhengliping80@163.com
  organization: Liaocheng University : College of Computer Science
BookMark eNqNkF1LwzAUhoNOcJv-h4JXIu3ycZpml3P4BRsTNq9Dk56yjtnOJGP4782coJdevRzOy_PCMyC9tmuRkFtGM6BcjQ6HQ-Ztg21o6sZmLYbRZD7PAFIoMsEVnJE-k5KnBSh-TgaCikLllILofT9oOhZCXpKB9xtKJTBQfXK3WmMyCcE1Zh8wWeIWbWi6NpljWHdVcl96rJJ4vy4XV-SiLrcer39ySN4eH1bT53S2eHqZTmapFZSF1IjaSDtGxViJIBWWpjA1jykqk5tKGkBprRW8EsyoghtW5jXmlOe1sEKKIbk5cXeu-9ijD3rT7V0bJzUDEHKcQ85ia3JqWdd577DWO9e8l-5TM6qPwnQUpn-F6ShMR2EaQEOhj8IiY3piBFe2PqBd_5n6N-ULJi58sA
Cites_doi 10.1145/507338.507355
ContentType Journal Article
Copyright 2011 Trans Tech Publications Ltd
Copyright Trans Tech Publications Ltd. Dec 2010
Copyright_xml – notice: 2011 Trans Tech Publications Ltd
– notice: Copyright Trans Tech Publications Ltd. Dec 2010
DBID AAYXX
CITATION
7SR
7TB
8BQ
8FD
8FE
8FG
ABJCF
ABUWG
AFKRA
BENPR
BFMQW
BGLVJ
CCPQU
D1I
DWQXO
FR3
HCIFZ
JG9
KB.
KR7
L6V
M7S
PDBOC
PHGZM
PHGZT
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
PTHSS
DOI 10.4028/www.scientific.net/AMM.44-47.3284
DatabaseName CrossRef
Engineered Materials Abstracts
Mechanical & Transportation Engineering Abstracts
METADEX
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Materials Science & Engineering
ProQuest Central (Alumni)
ProQuest Central
ProQuest Central
Continental Europe Database
Technology Collection (ProQuest)
ProQuest One Community College
ProQuest Materials Science Collection
ProQuest Central Korea
Engineering Research Database
SciTech Premium Collection (Proquest)
Materials Research Database
Materials Science Database
Civil Engineering Abstracts
ProQuest Engineering Collection
Engineering Database
Materials Science Collection
ProQuest Central Premium
ProQuest One Academic
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
Engineering Collection
DatabaseTitle CrossRef
Materials Research Database
Technology Collection
Technology Research Database
ProQuest One Academic Middle East (New)
Mechanical & Transportation Engineering Abstracts
Materials Science Collection
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Central China
ProQuest Central
ProQuest One Applied & Life Sciences
Engineered Materials Abstracts
ProQuest Engineering Collection
ProQuest Central Korea
Materials Science Database
ProQuest Central (New)
Engineering Collection
ProQuest Materials Science Collection
Civil Engineering Abstracts
Engineering Database
ProQuest One Academic Eastern Edition
ProQuest Technology Collection
Continental Europe Database
ProQuest SciTech Collection
METADEX
ProQuest One Academic UKI Edition
Materials Science & Engineering Collection
Engineering Research Database
ProQuest One Academic
ProQuest One Academic (New)
DatabaseTitleList CrossRef

Materials Research Database
Database_xml – sequence: 1
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 1662-7482
EndPage 3288
ExternalDocumentID 3105193451
10_4028_www_scientific_net_AMM_44_47_3284
GroupedDBID 4.4
6J9
8FE
8FG
ABHXD
ABJCF
ABJNI
ABUWG
ACGFO
ACGFS
ACIWK
AFKRA
ALMA_UNASSIGNED_HOLDINGS
BENPR
BFMQW
BGLVJ
BPHCQ
CCPQU
CZ9
D1I
DB1
DKFMR
EBS
EJD
HCIFZ
KB.
KC.
L6V
M7S
P2P
PDBOC
PHGZM
PHGZT
PQGLB
PQQKQ
PROAC
PTHSS
RNS
RTP
AAYXX
CITATION
PUEGO
7SR
7TB
8BQ
8FD
DWQXO
FR3
JG9
KR7
PKEHL
PQEST
PQUKI
PRINS
ID FETCH-LOGICAL-c301t-b3fb6c9e811ae468eab7bf28ea3db5bd6b4e6ccc32d31b872b1a5fe5025f3c363
IEDL.DBID BENPR
ISBN 3037850043
9783037850046
ISSN 1660-9336
1662-7482
IngestDate Fri Jul 25 11:47:06 EDT 2025
Wed Oct 01 01:03:26 EDT 2025
Fri Oct 03 21:31:45 EDT 2025
IsPeerReviewed true
IsScholarly true
Keywords Information Gain
Ontology
Attribute Priority
Particle Swarm Optimization Algorithm (PSO)
Language English
License https://www.scientific.net/PolicyAndEthics/PublishingPolicies
https://www.scientific.net/license/TDM_Licenser.pdf
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c301t-b3fb6c9e811ae468eab7bf28ea3db5bd6b4e6ccc32d31b872b1a5fe5025f3c363
Notes Selected, peer reviewed papers from the 2010 International Conference on Frontiers of Manufacturing and Design Science (ICFMD 2010), Chonqqing, China, December 11-12, 2010
ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
PQID 1443695451
PQPubID 2029177
PageCount 5
ParticipantIDs proquest_journals_1443695451
crossref_primary_10_4028_www_scientific_net_AMM_44_47_3284
transtech_journals_10_4028_www_scientific_net_AMM_44_47_3284
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2011-01-01
PublicationDateYYYYMMDD 2011-01-01
PublicationDate_xml – month: 01
  year: 2011
  text: 2011-01-01
  day: 01
PublicationDecade 2010
PublicationPlace Zurich
PublicationPlace_xml – name: Zurich
PublicationTitle Applied Mechanics and Materials
PublicationYear 2011
Publisher Trans Tech Publications Ltd
Publisher_xml – name: Trans Tech Publications Ltd
References 2703952
2703950
2703951
2703949
2703947
2703948
2703946
References_xml – ident: 2703948
– ident: 2703947
– ident: 2703946
  doi: 10.1145/507338.507355
– ident: 2703950
– ident: 2703951
– ident: 2703952
– ident: 2703949
SSID ssj0064148
ssj0000760422
Score 1.8052545
Snippet In order to reduce the instances influence, PSO-based attribute selection method is proposed in this paper. This method mainly use PSO algorithm to solve the...
SourceID proquest
crossref
transtech
SourceType Aggregation Database
Index Database
Publisher
StartPage 3284
Title The Attribute Selection Method Based on PSO
URI https://www.scientific.net/AMM.44-47.3284
https://www.proquest.com/docview/1443695451
Volume 44-47
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVPQU
  databaseName: Continental Europe Database
  isbn: 3037850043
  customDbUrl:
  eissn: 1662-7482
  dateEnd: 20200630
  omitProxy: false
  ssIdentifier: ssj0064148
  issn: 1660-9336
  databaseCode: BFMQW
  dateStart: 20040901
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/conteurope
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Central
  isbn: 3037850043
  customDbUrl: http://www.proquest.com/pqcentral?accountid=15518
  eissn: 1662-7482
  dateEnd: 20200630
  omitProxy: true
  ssIdentifier: ssj0064148
  issn: 1660-9336
  databaseCode: BENPR
  dateStart: 20040901
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Technology Collection
  isbn: 3037850043
  customDbUrl:
  eissn: 1662-7482
  dateEnd: 20241105
  omitProxy: true
  ssIdentifier: ssj0064148
  issn: 1660-9336
  databaseCode: 8FG
  dateStart: 20040901
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/technologycollection1
  providerName: ProQuest
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1La9wwEB42G0iaQ-kjIZumiw-59KB0bY1kubSUTck2BLzNk-YmPLJ83E0T9_935Mfu9lIKBiEMQnySZkYj6fsATlK2eQV6Es4rLZAcikzGichKVXoipKShFMrn-uIeLx_UwwDm_VuYcK2yt4mNoS6XLuTIP3LgL3XG_j7--vhLBNWocLraS2gUnbRC-aWhGNuC7SQwYw1h--x8fnWzyrqEcyhMVgRTGuNGXyvWesJ9lDq8_pjI1KhwQtby86zqegc-sI3hDZdputm-WAwXeposwjTPTxEFpqcyMfi3m1vHrrt1cEGBn3XDjc1ewcsu_oym7YR5DQO_eAN7G6yEbyHcwoimdSuF5aPbRimHhy_KG7Xp6IwdXxlx_er2xz7cz87vvl2ITlNBOF7KtSBZkXaZN3FceNTGF5RSlXApS1JUakKvnXMyKWVMJk0oLlTlFYdGlXRSywMYLpYLfwiRybBCRRl5LiWZwjuODyfaae1IOTWCTz0E9rGlzrC85Qj4WcbPrvGzjJ9l_CyixdQG_EZw3INmu1X1bNdzYASfV0Bu_P_f1o_-3fo7eNGmjsN3DMP66bd_z7FHTWPYMrPv425ahXKWX__8A6U11gU
linkProvider ProQuest
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwEB6VVqJwQKWAWFpKDvTAwWVjj50EUaHtS1vaLBVtpd5MxnGO20KDUP8cv41xHrvLBXGpFMmyIvnwZTIvz8wH8DZhnVegJ-G8NgLJochULEVW6tITIclmpFA-MeNL_Hylr5bgd98LE8oqe53YKOry2oUc-Xt2_JXJ2N7Hn26-i8AaFW5XewqNoqNWKHebEWNdY8eJv_vFIdzt7vEBf-9tKY8OL_bHomMZEI6FuxakKjIu82kcFx5N6gtKqJK8qpI0lYbQG-eckqWKKU0kxYWuvGZnoVJOGcXnPoAVVJhx8Leydzg5-zrL8oR7L5SzgVYG44bPKzZmyJgoE7pNhipJdbiRa-cBzfbmIbxjncYBXtrA0nZIhgKiJmsxyvMdRIHJjpIp_m1W577yah1MXpgHu2A2j9bgSefvRqNWQJ_Ckp-uw-OFKYjPIFR9RKO6pd7y0XnDzMPiEuUNu3W0x4a2jHh_dv7lOVzeC7ovYHl6PfUvIUozrFBTRp5XRWnhHfujQ-OMcaSdHsCHHgJ7047qsBziBPws42fn-FnGzzJ-FtFiYgN-A9jsQbPdX3xr5zI3gI8zIBfe_-_pr_59-htYHV_kp_b0eHKyAY_atHV4NmG5_vHTv2a_p6atTrgi-Hbf8vwHMzESvg
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=The+Attribute+Selection+Method+Based+on+PSO&rft.jtitle=Applied+Mechanics+and+Materials&rft.au=Zheng%2C+Li+Ping&rft.au=Jiang%2C+Hua&rft.au=Li%2C+Jun+Qing&rft.date=2011-01-01&rft.pub=Trans+Tech+Publications+Ltd&rft.isbn=3037850043&rft.issn=1660-9336&rft.eissn=1662-7482&rft.volume=44-47&rft.spage=3284&rft_id=info:doi/10.4028%2Fwww.scientific.net%2FAMM.44-47.3284&rft.externalDocID=3105193451
thumbnail_s http://utb.summon.serialssolutions.com/2.0.0/image/custom?url=https%3A%2F%2Fwww.scientific.net%2FImage%2FTitleCover%2F1082%3Fwidth%3D600