| 1. Identity statement | |
| Reference Type | Journal Article |
| Site | plutao.sid.inpe.br |
| Holder Code | isadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S |
| Identifier | 8JMKD3MGP3W/3FCL9CF |
| Repository | sid.inpe.br/plutao/2013/12.12.16.26.10 |
| Last Update | 2014:04.10.17.05.31 (UTC) administrator |
| Metadata Repository | sid.inpe.br/plutao/2013/12.12.16.26.11 |
| Metadata Last Update | 2018:06.04.23.39.19 (UTC) administrator |
| DOI | 10.3390/rs5115999 |
| ISSN | 2072-4292 |
| Label | lattes: 4872965504009836 1 MelloRiAtApPeViRu:2013:PlReOb |
| Citation Key | MelloRiAtApPeViRu:2013:PlReOb |
| Title | Bayesian Networks for Raster Data (BayNeRD): Plausible reasoning from observations  |
| Project | CNPq (142845/2011-6 and 158877/2013-6), CAPES (33010013005P0) and Fapesp (2008/56252-0). |
| Year | 2013 |
| Month | Nov. |
| Access Date | 2024, May 19 |
| Type of Work | journal article |
| Secondary Type | PRE PI |
| Number of Files | 1 |
| Size | 3246 KiB |
| 2. Context | |
| Author | 1 Mello, Márcio Pupin de 2 Risso, Joel 3 Atzberger, Clement 4 Aplin, Paul 5 Pebesma, Edzer 6 Vieira, Carlos Antonio Oliveira 7 Rudorff, Bernardo Friedrich Theodor |
| Resume Identifier | 1 2 3 4 5 6 7 8JMKD3MGP5W/3C9JGKP |
| Group | 1 SER-SRE-SPG-INPE-MCTI-GOV-BR |
| Affiliation | 1 Instituto Nacional de Pesquisas Espaciais (INPE) 2 Agrosatélite Applied Geotechnology 3 Institute of Surveying, Remote Sensing and Land Information (IVFL), University of Natural Resources and Life Sciences (BOKU) 4 University of Nottingham 5 Institute for Geoinformatics (ifgi), University of Muenster 6 Federal University of Santa Catarina (UFSC) 7 Agrosatélite Applied Geotechnology |
| Author e-Mail Address | 1 mello@dsr.inpe.br 2 joel@agrosatelite.com.br 3 clement.atzberger@boku.ac.at 4 paul.aplin@nottingham.ac.uk 5 edzer.pebesma@uni-muenster.de 6 carlos.vieira@ufsc.br 7 bernardo@agrosatelite.com.br |
| e-Mail Address | mello@dsr.inpe.br |
| Journal | Remote Sensing |
| Volume | 5 |
| Number | 11 |
| Pages | 5999-6025 |
| Secondary Mark | B3 B4 B4 C |
| History (UTC) | 2013-12-12 16:26:11 :: lattes -> administrator :: 2018-06-04 23:39:19 :: administrator -> :: 2013 |
| 3. Content and structure | |
| Is the master or a copy? | is the master |
| Content Stage | completed |
| Transferable | 1 |
| Content Type | External Contribution |
| Version Type | publisher |
| Keywords | belief network weights of evidence remote sensing ancillary data soybean mapping |
| Abstract | This paper describes the basis functioning and implementation of a computer-aided Bayesian Network (BN) method that is able to incorporate experts knowledge for the benefit of remote sensing applications and other raster data analyses: Bayesian Network for Raster Data (BayNeRD). Using a case study of soybean mapping in Mato Grosso State, Brazil, BayNeRD was tested to evaluate its capability to support the understanding of a complex phenomenon through plausible reasoning based on data observation. Observations made upon Crop Enhanced Index (CEI) values for the current and previous crop years, soil type, terrain slope, and distance to the nearest road and water body were used to calculate the probability of soybean presence for the entire Mato Grosso State, showing strong adherence to the official data. CEI values were the most influencial variables in the calculated probability of soybean presence, stating the potential of remote sensing as a source of data. Moreover, the overall accuracy of over 91% confirmed the high accuracy of the thematic map derived from the calculated probability values. BayNeRD allows the expert to model the relationship among several observed variables, outputs variable importance information, handles incomplete and disparate forms of data, and offers a basis for plausible reasoning from observations. The BayNeRD algorithm has been implemented in R software and can be found on the internet. |
| Area | SRE |
| Arrangement | urlib.net > BDMCI > Fonds > Produção pgr ATUAIS > SER > Bayesian Networks for... |
| 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/8JMKD3MGP3W/3FCL9CF |
| zipped data URL | http://urlib.net/zip/8JMKD3MGP3W/3FCL9CF |
| Language | en |
| Target File | remotesensing-05-05999.pdf |
| User Group | lattes marcelo.pazos@inpe.br |
| Reader Group | administrator marcelo.pazos@inpe.br |
| Visibility | shown |
| Archiving Policy | allowpublisher allowfinaldraft |
| Read Permission | allow from all |
| Update Permission | not transferred |
| 5. Allied materials | |
| Mirror Repository | iconet.com.br/banon/2006/11.26.21.31 |
| Next Higher Units | 8JMKD3MGPCW/3F3NU5S |
| Citing Item List | sid.inpe.br/mtc-m21/2012/07.13.14.41 4 sid.inpe.br/bibdigital/2013/10.18.22.34 1 |
| URL (untrusted data) | http://www.mdpi.com/2072-4292/5/11/5999 |
| Dissemination | WEBSCI; PORTALCAPES; COMPENDEX; SCOPUS. |
| Host Collection | dpi.inpe.br/plutao@80/2008/08.19.15.01 |
| 6. Notes | |
| Empty Fields | alternatejournal archivist callnumber copyholder copyright creatorhistory descriptionlevel format isbn lineage mark nextedition notes orcid parameterlist parentrepositories previousedition previouslowerunit progress rightsholder schedulinginformation secondarydate secondarykey session shorttitle sponsor subject tertiarymark tertiarytype |