Heterogeneous Data Clustering Considering Multiple User-provided Constraints

Clustering on heterogeneous networks which consist of multi-typed objects and links has proved to be a useful technique in many scenarios. Although numerous clustering methods have achieved remarkable success, current clustering methods for heterogeneous networks tend to consider only internal infor...

Celý popis

Uložené v:
Podrobná bibliografia
Vydané v:International journal of computers, communications & control Ročník 14; číslo 2; s. 170 - 182
Hlavný autor: Huang, Yue
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Oradea Agora University of Oradea 01.04.2019
Predmet:
Algorithms
Clustering
Datasets
ISSN:1841-9836, 1841-9844
On-line prístup:Získať plný text
Tagy: Pridať tag
Žiadne tagy, Buďte prvý, kto otaguje tento záznam!
Abstract Clustering on heterogeneous networks which consist of multi-typed objects and links has proved to be a useful technique in many scenarios. Although numerous clustering methods have achieved remarkable success, current clustering methods for heterogeneous networks tend to consider only internal information of the dataset. In order to utilize background domain knowledge, we propose a general framework for clustering heterogeneous data considering multiple user-provided constrains. Specifically, we summarize that three types of manual constraints on the object can be used to guide the clustering process. Then we propose the User- HeteClus algorithm to solve the key issues in the case of star-structure heterogeneous data, which incorporating the user constraint into similarity measurement between central objects. Experiments on a real-world dataset show the effectiveness of the proposed algorithm.
AbstractList Clustering on heterogeneous networks which consist of multi-typed objects and links has proved to be a useful technique in many scenarios. Although numerous clustering methods have achieved remarkable success, current clustering methods for heterogeneous networks tend to consider only internal information of the dataset. In order to utilize background domain knowledge, we propose a general framework for clustering heterogeneous data considering multiple user-provided constrains. Specifically, we summarize that three types of manual constraints on the object can be used to guide the clustering process. Then we propose the User- HeteClus algorithm to solve the key issues in the case of star-structure heterogeneous data, which incorporating the user constraint into similarity measurement between central objects. Experiments on a real-world dataset show the effectiveness of the proposed algorithm.
Author Huang, Yue
Author_xml – sequence: 1
  givenname: Yue
  orcidid: 0000-0003-1938-1440
  surname: Huang
  fullname: Huang, Yue
BookMark eNo9kElLA0EQhRuJYIz5A54GPM_Y-3KUcYkQ8WLOTaeXMGGcjt09gv_eSSLWpR5Vj3rFdw1mQxw8ALcINohJIu67vbW2wRCpBjeEInUB5khSVCtJ6exfE34Fljnv4VQESyjYHKxXvvgUd37wcczVoymmavsxT8Nu2FVtHHLnzvpt7Et36H21yT7VhxS_p407WUoy3VDyDbgMps9--dcXYPP89NGu6vX7y2v7sK4tFrDUBvMgsZDBEueQFwpDpTxGFjooFKFBQs7glga_Dc5RwTnjhjLHJHRiqxRZgLvz3emJr9HnovdxTMMUqTFDklABOZ9c-OyyKeacfNCH1H2a9KMR1Cdw-gROH8FprI_gyC_JyWP7
ContentType Journal Article
Copyright 2019. This work is published under https://creativecommons.org/licenses/by-nc/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: 2019. This work is published under https://creativecommons.org/licenses/by-nc/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID AAYXX
CITATION
8FE
8FG
ABUWG
AFKRA
ARAPS
AZQEC
BENPR
BGLVJ
CCPQU
DWQXO
GNUQQ
HCIFZ
JQ2
K7-
P5Z
P62
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
DOI 10.15837/ijccc.2019.2.3419
DatabaseName CrossRef
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
Advanced Technologies & Computer Science Collection
ProQuest Central Essentials
ProQuest Central
ProQuest Technology Collection
ProQuest One
ProQuest Central Korea
ProQuest Central Student
SciTech Collection (ProQuest)
ProQuest Computer Science Collection
Computer Science Database (ProQuest)
Advanced Technologies & Aerospace Database
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Premium
ProQuest One Academic (New)
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
DatabaseTitle CrossRef
Publicly Available Content Database
Advanced Technologies & Aerospace Collection
Computer Science Database
ProQuest Central Student
Technology Collection
ProQuest One Academic Middle East (New)
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
ProQuest Computer Science Collection
ProQuest One Academic Eastern Edition
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Technology Collection
ProQuest SciTech Collection
ProQuest Central China
ProQuest Central
Advanced Technologies & Aerospace Database
ProQuest One Applied & Life Sciences
ProQuest One Academic UKI Edition
ProQuest Central Korea
ProQuest Central (New)
ProQuest One Academic
ProQuest One Academic (New)
DatabaseTitleList Publicly Available Content Database
CrossRef
Database_xml – sequence: 1
  dbid: PIMPY
  name: Publicly Available Content Database
  url: http://search.proquest.com/publiccontent
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
EISSN 1841-9844
EndPage 182
ExternalDocumentID 10_15837_ijccc_2019_2_3419
GroupedDBID .4S
.DC
29J
2WC
5GY
AAKPC
AAYXX
ACIPV
ADBBV
AENEX
AFFHD
AFKRA
ALMA_UNASSIGNED_HOLDINGS
ARAPS
ARCSS
BCNDV
BENPR
BGLVJ
CCPQU
CITATION
E3Z
EDO
EOJEC
GROUPED_DOAJ
HCIFZ
ITG
ITH
K7-
MK~
ML~
M~E
OBODZ
OK1
OVT
PHGZM
PHGZT
PIMPY
PQGLB
TR2
TUS
8FE
8FG
ABUWG
AZQEC
DWQXO
GNUQQ
JQ2
P62
PKEHL
PQEST
PQQKQ
PQUKI
PRINS
ID FETCH-LOGICAL-c270t-a26f8278fc3dd1e792099e21c0d07934f80650b4febfdd476656a45d580d7b993
IEDL.DBID BENPR
ISICitedReferencesCount 0
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000464327600003&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 1841-9836
IngestDate Fri Jul 25 20:02:11 EDT 2025
Sat Nov 29 03:05:05 EST 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 2
Language English
License http://creativecommons.org/licenses/by-nc/4.0
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c270t-a26f8278fc3dd1e792099e21c0d07934f80650b4febfdd476656a45d580d7b993
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0003-1938-1440
OpenAccessLink https://www.proquest.com/docview/2518347066?pq-origsite=%requestingapplication%
PQID 2518347066
PQPubID 5045567
PageCount 13
ParticipantIDs proquest_journals_2518347066
crossref_primary_10_15837_ijccc_2019_2_3419
PublicationCentury 2000
PublicationDate 2019-04-01
PublicationDateYYYYMMDD 2019-04-01
PublicationDate_xml – month: 04
  year: 2019
  text: 2019-04-01
  day: 01
PublicationDecade 2010
PublicationPlace Oradea
PublicationPlace_xml – name: Oradea
PublicationTitle International journal of computers, communications & control
PublicationYear 2019
Publisher Agora University of Oradea
Publisher_xml – name: Agora University of Oradea
SSID ssj0000328075
ssib032305687
Score 2.1094568
Snippet Clustering on heterogeneous networks which consist of multi-typed objects and links has proved to be a useful technique in many scenarios. Although numerous...
SourceID proquest
crossref
SourceType Aggregation Database
Index Database
StartPage 170
SubjectTerms Algorithms
Clustering
Datasets
Title Heterogeneous Data Clustering Considering Multiple User-provided Constraints
URI https://www.proquest.com/docview/2518347066
Volume 14
WOSCitedRecordID wos000464327600003&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAON
  databaseName: DOAJ Directory of Open Access Journals
  customDbUrl:
  eissn: 1841-9844
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000328075
  issn: 1841-9836
  databaseCode: DOA
  dateStart: 20060101
  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: 1841-9844
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000328075
  issn: 1841-9836
  databaseCode: M~E
  dateStart: 20060101
  isFulltext: true
  titleUrlDefault: https://road.issn.org
  providerName: ISSN International Centre
– providerCode: PRVPQU
  databaseName: Advanced Technologies & Aerospace Database
  customDbUrl:
  eissn: 1841-9844
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000328075
  issn: 1841-9836
  databaseCode: P5Z
  dateStart: 20060301
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/hightechjournals
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Computer Science Database
  customDbUrl:
  eissn: 1841-9844
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000328075
  issn: 1841-9836
  databaseCode: K7-
  dateStart: 20060301
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/compscijour
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl:
  eissn: 1841-9844
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000328075
  issn: 1841-9836
  databaseCode: BENPR
  dateStart: 20060301
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Publicly Available Content Database
  customDbUrl:
  eissn: 1841-9844
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000328075
  issn: 1841-9836
  databaseCode: PIMPY
  dateStart: 20060301
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/publiccontent
  providerName: ProQuest
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LS8QwEA6-Dl5cn_hYpQdvEm3TR9KT-FhRdJciCuolpEkDiuyu265Hf7sz2RTx4sVLKKSUkpnMI5n5PkIOU6EEhAmMZolRNAEjSVUaa6rAmWVaIeuRaxS-44OBeHrKC3_gVvuyytYmOkNtRhrPyE_AD4s44eAhT8cfFFmj8HbVU2jMk0VEKgM9XzzvDYr7VqNihhGyD0CcbY6ZR9-FzCaiucC7S9dJk0KmdvL6pjXiGkb5MTtGpLPf3uq3sXYe6Krz339fJSs-9gzOZsqyRuaq4TrptLwOgd_mG-TuGmtkRqBa1WhaB5eqUcHF-xQhFcDRBS3HJz73fT1i8AiqTH1bn3GvOPKJpt4kj1e9h4tr6lkXqGY8bKhimRWMC6tjY6KK59hcW7FIhwbB9BKLV7FhmdiqtMYkPANRqyQ1qQgNLyHc2SILw9Gw2iYBL1lcGqPizOaJ1Xlp08wwq5hWuYoV3yFH7erK8QxcQ2JSgrKQThYSZSGZRFnskG67utJvtFr-LO3u39N7ZBm_NSu66ZKFZjKt9smS_mxe68mB15sDl5LDeMspjP2vHoxF-gLzxU2_eP4GYDXQRA
linkProvider ProQuest
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1NS8NAEB2kCnrxW_w2Bz3JarrZZJODiFSlxbb00EI9rZvdLFSkVZMq_il_ozvpBvHizYO3QEJg82bnzWRn5gEch7GMbZhAScS0JMw6SSLDQBFpySxSElWPykbhNu924-Ew6c3BZ9ULg2WVlU8sHbWeKPxHfm55OA4Ytwx5-fxCUDUKT1crCY2ZWdxlH-82ZcsvWtcW3xNKb2_6jSZxqgJEUe4XRNLIxJTHRgVa1zOeYPNoRuvK1zgsjhk8avRTZrLUaM14ZJciWajD2Nc8TXD4knX588wau1-D-V6r07uvLDigGJG7gKfkgoC6ab82k6qTJMaz0rJzJ7SZ4fnoUSmco1hPzugZTlb7yY4_yaFkvNuV__atVmHZxdbe1WwzrMFcNl6HlUq3wnNubAPaTawBmtitk02muXctC-k1nqY4MsISuVdpmOJ1x9VbegO7VYlrW9TlI6W4RpFvwuBP1rQFtfFknG2Dx1MapFrLIDIJMypJTRhpaiRVMpGB5DtwWqEpnmfDQwQmXYi9KLEXiL2gArHfgf0KTeEcSS6-odz9_fYRLDb7nbZot7p3e7CE750VGO1DrXidZgewoN6KUf566GzWg4e_hv4L0XsmoQ
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=Heterogeneous+Data+Clustering+Considering+Multiple+User-provided+Constraints&rft.jtitle=International+journal+of+computers%2C+communications+%26+control&rft.au=Huang%2C+Yue&rft.date=2019-04-01&rft.issn=1841-9836&rft.eissn=1841-9844&rft.volume=14&rft.issue=2&rft.spage=170&rft.epage=182&rft_id=info:doi/10.15837%2Fijccc.2019.2.3419&rft.externalDBID=n%2Fa&rft.externalDocID=10_15837_ijccc_2019_2_3419
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1841-9836&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1841-9836&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1841-9836&client=summon