| 1. Identity statement | |
| Reference Type | Conference Paper (Conference Proceedings) |
| Site | sibgrapi.sid.inpe.br |
| Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH |
| Identifier | 6qtX3pFwXQZG2LgkFdY/QGH3E |
| Repository | sid.inpe.br/sibgrapi@80/2007/07.09.18.41 |
| Last Update | 2007:07.09.18.41.04 (UTC) administrator |
| Metadata Repository | sid.inpe.br/sibgrapi@80/2007/07.09.18.41.05 |
| Metadata Last Update | 2022:06.14.00.13.28 (UTC) administrator |
| DOI | 10.1109/SIBGRAPI.2007.10 |
| Citation Key | BreveJúniMasc:2007:MuPeCl |
| Title | Multilayer Perceptron Classifier Combination for Identification of Materials on Noisy Soil Science Multispectral Images  |
| Format | Printed, On-line. |
| Year | 2007 |
| Access Date | 2024, Apr. 23 |
| Number of Files | 1 |
| Size | 261 KiB |
| 2. Context | |
| Author | 1 Breve, Fabricio Aparecido 2 Júnior, Moacir Pereira Ponti 3 Mascarenhas, Nelson Delfino d'Ávila |
| Affiliation | 1 Universidade Federal de São Carlos 2 Universidade Federal de São Carlos 3 Universidade Federal de São Carlos |
| Editor | Falcão, Alexandre Xavier Lopes, Hélio Côrtes Vieira |
| Conference Name | Brazilian Symposium on Computer Graphics and Image Processing, 20 (SIBGRAPI) |
| Conference Location | Belo Horizonte, MG, Brazil |
| Date | 7-10 Oct. 2007 |
| Publisher | IEEE Computer Society |
| Publisher City | Los Alamitos |
| Book Title | Proceedings |
| Tertiary Type | Full Paper |
| History (UTC) | 2007-07-09 18:41:05 :: fbreve@gmail.com -> administrator :: 2007-08-02 21:17:18 :: administrator -> fbreve@gmail.com :: 2008-07-17 14:09:42 :: fbreve@gmail.com -> administrator :: 2009-08-13 20:38:19 :: administrator -> banon :: 2010-08-28 20:02:26 :: banon -> administrator :: 2022-06-14 00:13:28 :: administrator -> :: 2007 |
| 3. Content and structure | |
| Is the master or a copy? | is the master |
| Content Stage | completed |
| Transferable | 1 |
| Version Type | finaldraft |
| Keywords | classifier combination multilayer perceptron dempster-shafer decision templates bagging soil tomograph images |
| Abstract | Classifier combination experiments using the Multilayer Perceptron (MLP) were carried out using noisy soil science multispectral images, which were obtained using a Tomograph scanner. Using few units in the MLP hidden layer, images were classified using a single classifier. Later we used classifier combining techniques as Bagging, Decision Templates (DT) and Dempster-Shafer (DS), in order to improve the performance of the single classifiers and also stabilize the performance of the Multilayer Perceptron. The classification results were evaluated using Cross-Validation. The results showed stabilization of Multilayer Perceptron and improved results were achieved with fewer units in the MLP hidden layer. |
| Arrangement 1 | urlib.net > SDLA > Fonds > SIBGRAPI 2007 > Multilayer Perceptron Classifier... |
| Arrangement 2 | urlib.net > SDLA > Fonds > Full Index > Multilayer Perceptron Classifier... |
| 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://sibgrapi.sid.inpe.br/ibi/6qtX3pFwXQZG2LgkFdY/QGH3E |
| zipped data URL | http://sibgrapi.sid.inpe.br/zip/6qtX3pFwXQZG2LgkFdY/QGH3E |
| Language | en |
| Target File | brevef-ClassifierCombination.pdf |
| User Group | fbreve@gmail.com administrator |
| Visibility | shown |
| 5. Allied materials | |
| Next Higher Units | 8JMKD3MGPEW34M/46SF8Q5 8JMKD3MGPEW34M/4742MCS |
| Citing Item List | sid.inpe.br/sibgrapi/2022/05.14.00.14 8 |
| 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 e-mailaddress 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 |