| 1. Identity statement | |
| Reference Type | Conference Paper (Conference Proceedings) |
| Site | sibgrapi.sid.inpe.br |
| Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH |
| Identifier | 6qtX3pFwXQZeBBx/GFSRc |
| Repository | sid.inpe.br/banon/2005/07.07.18.38 |
| Last Update | 2005:07.12.03.00.00 (UTC) administrator |
| Metadata Repository | sid.inpe.br/banon/2005/07.07.18.38.42 |
| Metadata Last Update | 2022:06.14.00.12.55 (UTC) administrator |
| DOI | 10.1109/SIBGRAPI.2005.19 |
| Citation Key | BrevePontMasc:2005:CoMeSt |
| Title | Combining methods to stabilize and increase performance of neural network-based classifiers  |
| Format | On-line |
| Year | 2005 |
| Access Date | 2024, May 03 |
| Number of Files | 1 |
| Size | 335 KiB |
| 2. Context | |
| Author | 1 Breve, Fabricio Aparecido 2 Ponti Junior, Moacir Pereira 3 Mascarenhas, Nelson Delfino d'Ávila |
| Affiliation | 1 Departamento de Computação – Universidade Federal de São Carlos, São Paulo, SP, Brasil |
| Editor | Rodrigues, Maria Andréia Formico Frery, Alejandro César |
| e-Mail Address | fbreve@gmail.com |
| Conference Name | Brazilian Symposium on Computer Graphics and Image Processing, 18 (SIBGRAPI) |
| Conference Location | Natal, RN, Brazil |
| Date | 9-12 Oct. 2005 |
| Publisher | IEEE Computer Society |
| Publisher City | Los Alamitos |
| Book Title | Proceedings |
| Tertiary Type | Full Paper |
| History (UTC) | 2008-07-17 14:10:59 :: fbreve -> banon :: 2008-08-26 15:17:01 :: banon -> administrator :: 2009-08-13 20:37:45 :: administrator -> banon :: 2010-08-28 20:01:17 :: banon -> administrator :: 2022-06-14 00:12:55 :: administrator -> :: 2005 |
| 3. Content and structure | |
| Is the master or a copy? | is the master |
| Content Stage | completed |
| Transferable | 1 |
| Version Type | finaldraft |
| Keywords | classifier combining neural networks multilayer perceptron dempster-shafer decision templates bagging pattern recognition soil science tomography |
| Abstract | In this paper we present a set of experiments in order to recognize materials in multispectral images, which were obtained with a tomograph scanner. These images were classified by a neural network based classifier (Multilayer Perceptron) and classifier combining techniques (Bagging, Decision Templates and Dempster-Shafer) were investigated. We also present a performance comparison between the individual classifiers and the combiners. The results were evaluated by the estimated error (obtained using the Hold-Out technique) and the Kappa coefficient, and they showed performance stabilization. |
| Arrangement 1 | urlib.net > SDLA > Fonds > SIBGRAPI 2005 > Combining methods to... |
| Arrangement 2 | urlib.net > SDLA > Fonds > Full Index > Combining methods to... |
| doc Directory Content | access |
| source Directory Content | there are no files |
| agreement Directory Content | there are no files |
| 4. Conditions of access and use | |
| data URL | http://urlib.net/ibi/6qtX3pFwXQZeBBx/GFSRc |
| zipped data URL | http://urlib.net/zip/6qtX3pFwXQZeBBx/GFSRc |
| Language | en |
| Target File | fbreve_combining.pdf |
| User Group | fbreve administrator |
| Visibility | shown |
| 5. Allied materials | |
| Next Higher Units | 8JMKD3MGPEW34M/46R3ED5 8JMKD3MGPEW34M/4742MCS |
| Citing Item List | sid.inpe.br/sibgrapi/2022/05.05.04.08 6 sid.inpe.br/banon/2001/03.30.15.38.24 2 |
| Host Collection | sid.inpe.br/banon/2001/03.30.15.38 |
| 6. Notes | |
| Empty Fields | archivingpolicy archivist area callnumber contenttype copyholder copyright creatorhistory descriptionlevel dissemination documentstage edition electronicmailaddress group isbn issn label lineage mark mirrorrepository 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 volume |