1. Identity statement | |
Reference Type | Conference Paper (Conference Proceedings) |
Site | sibgrapi.sid.inpe.br |
Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH |
Identifier | 8JMKD3MGPAW/3M9H4AE |
Repository | sid.inpe.br/sibgrapi/2016/08.15.22.59 |
Last Update | 2016:08.15.22.59.08 (UTC) administrator |
Metadata Repository | sid.inpe.br/sibgrapi/2016/08.15.22.59.08 |
Metadata Last Update | 2022:05.18.22.21.07 (UTC) administrator |
Citation Key | BertonLope:2016:NeCoAp |
Title | Network Construction and Applications for Semi-Supervised Learning |
Format | On-line |
Year | 2016 |
Access Date | 2024, Apr. 28 |
Number of Files | 1 |
Size | 903 KiB |
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2. Context | |
Author | 1 Berton, Lilian 2 Lopes, Alneu de Andrade |
Affiliation | 1 Universidade do Estado de Santa Catarina 2 Universidade de São Paulo |
Editor | Aliaga, Daniel G. Davis, Larry S. Farias, Ricardo C. Fernandes, Leandro A. F. Gibson, Stuart J. Giraldi, Gilson A. Gois, João Paulo Maciel, Anderson Menotti, David Miranda, Paulo A. V. Musse, Soraia Namikawa, Laercio Pamplona, Mauricio Papa, João Paulo Santos, Jefersson dos Schwartz, William Robson Thomaz, Carlos E. |
e-Mail Address | lilian.2as@gmail.com |
Conference Name | Conference on Graphics, Patterns and Images, 29 (SIBGRAPI) |
Conference Location | São José dos Campos, SP, Brazil |
Date | 4-7 Oct. 2016 |
Publisher | Sociedade Brasileira de Computação |
Publisher City | Porto Alegre |
Book Title | Proceedings |
Tertiary Type | Master's or Doctoral Work |
History (UTC) | 2016-08-15 22:59:08 :: lilian.2as@gmail.com -> administrator :: 2022-05-18 22:21:07 :: administrator -> :: 2016 |
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3. Content and structure | |
Is the master or a copy? | is the master |
Content Stage | completed |
Transferable | 1 |
Keywords | network construction graph-based methods semi-supervised learning complex networks |
Abstract | The influence of network construction on graph-based semi-supervised learning (SSL) and their related applications have only received limited study despite its critical impact on accuracy. We introduce four variants for networkconstruction for SSL that adopt different network topology: 1) S-kNN (Sequential k-Nearest Neighbors) that generates regular networks; 2) GBILI (Graph Based on the informativeness of Labeled Instances) and 3) RGCLI (Robust Graph that Considers Labeled Instances), which exploit the labels available generating scale-free networks; 4) GBLP (Graph Based on Link Prediction), which are based on link prediction measures and creates smallworld networks. Comprehensive experimental results using several benchmark datasets show that it can achieve or outperform existing state-of-the-art results. Furthermore, it is confirmed to be more effective in running time. |
Arrangement | urlib.net > SDLA > Fonds > SIBGRAPI 2016 > Network Construction and... |
doc Directory Content | access |
source Directory Content | there are no files |
agreement Directory Content | |
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4. Conditions of access and use | |
data URL | http://urlib.net/ibi/8JMKD3MGPAW/3M9H4AE |
zipped data URL | http://urlib.net/zip/8JMKD3MGPAW/3M9H4AE |
Language | en |
Target File | WTD-SIBGRAPI2016-LilianBerton-2.pdf |
User Group | lilian.2as@gmail.com |
Visibility | shown |
Update Permission | not transferred |
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5. Allied materials | |
Mirror Repository | sid.inpe.br/banon/2001/03.30.15.38.24 |
Next Higher Units | 8JMKD3MGPAW/3M2D4LP |
Citing Item List | sid.inpe.br/sibgrapi/2016/07.02.23.50 4 |
Host Collection | sid.inpe.br/banon/2001/03.30.15.38 |
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6. Notes | |
Empty Fields | archivingpolicy archivist area callnumber contenttype copyholder copyright creatorhistory descriptionlevel dissemination doi edition electronicmailaddress group isbn issn label lineage mark nextedition notes numberofvolumes orcid organization pages parameterlist parentrepositories previousedition previouslowerunit progress project readergroup readpermission resumeid rightsholder schedulinginformation secondarydate secondarykey secondarymark secondarytype serieseditor session shorttitle sponsor subject tertiarymark type url versiontype volume |
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