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geodma [2014/06/20 15:57]
tkorting created
geodma [2022/11/22 09:41]
tkorting [Articles using GeoDMA]
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 ====== GeoDMA - Geographic Data Mining Analyst ====== ====== GeoDMA - Geographic Data Mining Analyst ======
-GeoDMA is a toolbox for integrating remote sensing imagery analysis methods with data mining techniques producing a user-centered,​ extensible, rich computational environment for information extraction and knowledge discovery over large geographic databases. ​+GeoDMA is a toolbox for integrating remote sensing imagery analysis methods with data mining techniques producing a user-centered,​ extensible, rich computational environment for information extraction and knowledge discovery over large geographic databases.
  
-===== Download ===== +{{:thales:​logo2017.png?300|}}
-Last release from March, 27, 2014TerraView 4.2.2 with GeoDMA 0.2.+
  
-  * [[https://​sourceforge.net/​projects/​geodma/​files/​latest|Current ​version]] +===== Downloads ===== 
-  ​* ​[[https://​sourceforge.net/​projects/​geodma/​files/​geodma|Previous versions]]+^ Release ^ TerraView Version ^ Date ^ Download link  ^ Release Notes ^ 
 +|Releases compatible to TerraLib 5 -> //watch [[http://​wiki.dpi.inpe.br/​doku.php?​id=geodma#​how_to_install_geodma_in_terraview_5|30sec video (below)]] to learn how to install GeoDMA 2.0.0// ||||| 
 +| GeoDMA 2.0.3 beta | [[http://​www.dpi.inpe.br/​terralib5/​download/​download.php?​FileName=TerraView-5.6.1-win64.exe|5.6.1]] | Mar, 24, 2021 | [[http://​www.dpi.inpe.br/​geodma/​download/​download.php?​FileName=geodma-2.0.3-beta-setup.exe|geodma-2.0.3-beta-setup.exe ]] |  | 
 +| GeoDMA 2.0.1 beta | [[http://​www.dpi.inpe.br/​terralib5/​download/​download.php?​FileName=TerraView-5.5.1-win64.exe|5.5.1]] | Aug, 4, 2020 | [[http://​www.dpi.inpe.br/​geodma/​download/​download.php?​FileName=geodma-2.0.1-beta-setup.exe|geodma-2.0.1-beta-setup.exe ]] | This is the second beta version, compatible to the original TerraView | 
 +| GeoDMA 2.0.0 beta //​source-code//​ | [[http://​www.dpi.inpe.br/​terralib5/​download/​download.php?​FileName=TerraView-5.4.0-win64.exe|5.4.0 ]] | Nov, 21, 2018 | [[http://​www.dpi.inpe.br/​geodma/​download/​download.php?​FileName=geodma-develop-2018-11-21-11-03.tar.gz|geodma-develop-2018-11-21-11-03.tar.gz ]] | This file contains //ONLY THE SOURCE-CODE//​ for version 2.0.0. To download the latest source-code please check '​[[geodma_2:​build_inst|Building and Configuring GeoDMA]]'​. | 
 +| GeoDMA 2.0.0 beta | [[http://​www.dpi.inpe.br/​terralib5/​download/​download.php?​FileName=TerraView-5.3.3-win64.exe|5.3.3 ]] | Aug, 29, 2018 | [[http://​www.dpi.inpe.br/​geodma/​download/​download.php?​FileName=geodma-2.0.0-beta-setup.exe|geodma-2.0.0-beta-setup.exe ]] | This is the first beta version, compatible to the original TerraView | 
 +| GeoDMA 2.0.0 alpha 3 | [[http://​www.dpi.inpe.br/​terralib5/​download/​download.php?​FileName=TerraView-5.3.1-win64.exe|5.3.1 ]] | May, 7, 2018 | [[http://​www.dpi.inpe.br/​geodma/​download/​download.php?​FileName=geodma-2.0.0-alpha3-setup.exe|geodma-2.0.0-alpha3-setup.exe ]] | This is an alpha version, compatible to the original TerraView | 
 +| GeoDMA 2.0.0 alpha 2 | 5.2.2 | Nov, 6, 2017 | [[http://​www.dpi.inpe.br/​geodma/​download/​download.php?​FileName=geodma-2.0.0-alpha2-setup.exe|geodma-2.0.0-alpha2-setup.exe ]] | This is an alpha version. It requires a specific version of Terraview 5, downloadable from [[http://​www.dpi.inpe.br/​terralib5/​download/​download.php?​FileName=TerraView-5.2.2-win64.exe|this link ]] | 
 +| GeoDMA 2.0.0 alpha | 5.2.1 | June, 14, 2017 | [[http://​www.dpi.inpe.br/​geodma/​download/​download.php?​FileName=geodma2.0.0-alpha_setup.exe|geodma2.0.0-alpha_setup.exe ]] | This is an alpha version. It requires a specific version of Terraview 5, downloadable from [[http://​www.dpi.inpe.br/​geodma/​download/​download.php?​FileName=TerraView-5.2.1-win64-release-5.2-2017-06-13_21-52.exe|this link ]] | 
 +|Releases compatible to TerraLib 4||||| 
 +| GeoDMA 0.2.2a | 4.2.2 | December, 07, 2015 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​Terraview%204.2.2/​install_geodma-0.2.2a.exe/​download|install_geodma-0.2.2a.exe ]] | | 
 +| GeoDMA 0.2.2 | 4.2.2 | March, 27, 2014 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​Terraview%204.2.2/​install_geodma-0.2.2.exe/​download|install_geodma-0.2.2.exe ]] | This is the first version ​GeoDMA installer, compatible with TerraView 4.2. | 
 +| GeoDMA 0.2.1 | 4.0.0 | April, 12, 2011 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%204.0.0/​GeoDMA_021.zip/​download|GeoDMA_021.zip ​]] | | 
 +| GeoDMA 0.2.0 | 4.0.0 | March, 17, 2011 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%204.0.0/​GeoDMA_020.zip/​download|GeoDMA_020.zip ​]] | This is the first version compatible with TerraLib 4. | 
 +|Releases compatible to TerraLib 3||||| 
 +| GeoDMA 0.1.9 | 3.5.0 | November, 05, 2010 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.5.0/​GeoDMA_019.zip/​download|GeoDMA_019.zip ]] | | 
 +| GeoDMA 0.1.8 | 3.5.0 | October, 21, 2010 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.5.0/​GeoDMA_018.zip/​download|GeoDMA_018.zip ]] | | 
 +| GeoDMA 0.1.7 | 3.5.0 | August, 04, 2010 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.5.0/​GeoDMA_017.zip/​download|GeoDMA_017.zip ]] | | 
 +| GeoDMA 0.1.6 | 3.4.0 | May, 26, 2010 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.4.0/​GeoDMA_016.zip/​download|GeoDMA_016.zip ]] | | 
 +| GeoDMA 0.1.5 | 3.3.1 | May, 11, 2010 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.3.1/​GeoDMA_015.zip/​download|GeoDMA_015.zip ]] | | 
 +| GeoDMA 0.1.4 | 3.3.1 | March, 11, 2010 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.3.1/​GeoDMA_014.zip/​download|GeoDMA_014.zip ]] | | 
 +| GeoDMA 0.1.3 | 3.3.0 | October, 29, 2009 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.3.0/​GeoDMA_013.zip/​download|GeoDMA_013.zip ]] | | 
 +| GeoDMA 0.1.2 | 3.3.0 | September, 16, 2009 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.3.0/​GeoDMA_012.zip/​download|GeoDMA_012.zip ]] | | 
 +| GeoDMA 0.1.1 | 3.3.0 | August, 27, 2009 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.3.0/​GeoDMA_011.zip/​download|GeoDMA_011.zip ]] | | 
 +| GeoDMA 0.1.0 | 3.3.0 | July, 31, 2009 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.3.0/​GeoDMA_010.zip/​download|GeoDMA_010.zip ]] | | 
 +| GeoDMA 0.0.9 | 3.2.0 | May, 12, 2009 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.2.0/​GeoDMA_009.zip/​download|GeoDMA_009.zip ]] | | 
 +| GeoDMA 0.0.8 | 3.2.0 | April, 7, 2009 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.2.0/​GeoDMA_008.zip/​download|GeoDMA_008.zip ]] | | 
 +| GeoDMA 0.0.7 | 3.2.0 | April, 7, 2009 | [[https://​sourceforge.net/​projects/​geodma/​files/​geodma/​TerraView%203.2.0/​GeoDMA_007.zip/​download|GeoDMA_007.zip ]] | This is considered the first version published at [[http://​sourceforge.net/​]]| 
 + 
 +==== How to install GeoDMA in TerraView 5? ==== 
 + 
 +It is easy and straightforward. After downloading/​installing TerraView 5 in your computer, follow the instructions of this 35 seconds video: 
 + 
 +{{:​thales:​geodma-2-instalation.mp4?​800|}}
  
 ===== Description ===== ===== Description =====
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 GeoDMA has already been used to classify deforestation dynamics in Brazilian Amazonia. ​ GeoDMA has already been used to classify deforestation dynamics in Brazilian Amazonia. ​
  
-[250px](Image:​deforestation_dynamics_geodma.png) [250px](Image:​decision_tree_deforestation.png) ​+{{thales:​deforestation_dynamics_geodma.png?300|}}
  
 GeoDMA works also with high spatial resolution urban imagery. ​ GeoDMA works also with high spatial resolution urban imagery. ​
  
-[200px](Image:urban_semi_classified.png+{{thales:urban_classification_geodma.png?300|}}
  
 The system'​s workflow is the following: ​ The system'​s workflow is the following: ​
  
-[500px](Image:data_flow_geodma.png+{{thales:geodma_diagram.png?300|}}
  
 ===== People ===== ===== People =====
  
-  * Thales Sehn Körting, ​source-code maintainer ​ +  * Thales Sehn Körting, ​project manager 
-  * Leila Maria Garcia Fonseca, project manager ​ +  * Leila Maria Garcia Fonseca  
 +  * Emiliano Ferreira Castejon
 ==== Collaborators ==== ==== Collaborators ====
  
-  * Gilberto Câmara ​ 
   * Maria Isabel Sobral Escada ​   * Maria Isabel Sobral Escada ​
   * Antônio Miguel Vieira Monteiro ​   * Antônio Miguel Vieira Monteiro ​
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 ==== Source-code contributions ===== ==== Source-code contributions =====
  
 +  * Raian Vargas Maretto
   * Márcio Azeredo ​   * Márcio Azeredo ​
   * Alexandre Copertino Jardim ​   * Alexandre Copertino Jardim ​
-  * Wanderson Costa  
   * Maurício de Paulo    * Maurício de Paulo 
- +  ​Ewerton Ribeiro
-===== Source Code ===== +
- +
-GeoDMA is free software, developed using [[http://​www.terralib.org|TerraLib library]]. It works as a plugin for [[http://​www.dpi.inpe.br/​terraview|TerraView]],​ also free software. If you want to download the source code of GeoDMA, try the following:  +
- +
-  ​Download TerraLib 4, TerraView and GeoDMA sources using SVN  +
- +
-    <​https://​svn.dpi.inpe.br/​terralib/​trunk/>​ +
- +
-  * Use Cmake to create your building files (Windows or Linux)  +
-     +
-    /​path/​to/​terralib/​trunk/​build/​cmake/​ +
- +
-We are currently using Microsoft Visual Studio 2010 with QT 3.2 to compile GeoDMA in Windows, and gcc to compile in Linux. More information about compilation issues, please visit http://​www.terralib.org/​. ​+
  
 ===== Documentation ===== ===== Documentation =====
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 ==== Manuals ==== ==== Manuals ====
  
-  * [[http://​lucc.ess.inpe.br/​doku.php?​id=geodma:​manual|GeoDMA user manual]] +  * [[geodma_2:features|Features description]] 
-  * [[Attributes description]]+  * [[geodma_2:​build_inst|Building and Configuring]]
  
 ==== Presentations ==== ==== Presentations ====
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   * Körting, T.S., Fonseca, L.M.G., Escada, M.I.S., Câmara, G. [[http://​www.dpi.inpe.br/​~tkorting/​docs/​Korting2009b.pdf|GeoDMA - Um sistema para mineração de dados de sensoriamento remoto]]. XIV SBSR. Natal, RN, Brazil. 2009.    * Körting, T.S., Fonseca, L.M.G., Escada, M.I.S., Câmara, G. [[http://​www.dpi.inpe.br/​~tkorting/​docs/​Korting2009b.pdf|GeoDMA - Um sistema para mineração de dados de sensoriamento remoto]]. XIV SBSR. Natal, RN, Brazil. 2009. 
   * Körting, T.S., Fonseca, L.M.G., Escada, M.I.S., Silva, F.C., Silva, M.P.S. [[http://​www.dpi.inpe.br/​~tkorting/​docs/​Korting2008d.pdf|GeoDMA - A novel system for spatial data mining]]. Data Mining Workshops, 2008. ICDMW '08. IEEE International Conference on. Pisa, Italy. 2008.    * Körting, T.S., Fonseca, L.M.G., Escada, M.I.S., Silva, F.C., Silva, M.P.S. [[http://​www.dpi.inpe.br/​~tkorting/​docs/​Korting2008d.pdf|GeoDMA - A novel system for spatial data mining]]. Data Mining Workshops, 2008. ICDMW '08. IEEE International Conference on. Pisa, Italy. 2008. 
 +
  
 ==== Articles using GeoDMA ==== ==== Articles using GeoDMA ====
  
 +If you have some paper whose results were produced with GeoDMA, [[thales.korting@inpe.br|please share with us]].
 +
 +  * Silva, N. O., Falcão, E.C. [[http://​urlib.net/​ibi/​8JMKD3MGP6W34M/​3U6KSQS|Análise orientada a objetos geográficos,​ através de árvore de decisão, para classificação da cobertura do solo, no semiárido da Paraíba]] **Anais do XIX SBSR**. 2019.
 +  * Gonçalves, V.P., Ribeiro, E.A.W., Imai, N.N. [[https://​doi.org/​10.3390/​rs14122805|Mapping Areas Invaded by Pinus sp. from Geographic Object-Based Image Analysis (GEOBIA) Applied on RPAS (Drone) Color Images]] **Remote Sensing**, v. 14, 2805. 2022.
 +  * Assis, T., Escada, M., Amaral, S. [[https://​doi.org/​10.3390/​land10040352|Effects of Deforestation over the Cerrado Landscape: A Study in the Bahia Frontier]] **Land**, v. 10, 352. 2021.
 +  * Yanai, A., Paulo, G., Escada, M., Ziccardi, L., Fearnside, P. [[https://​doi.org/​10.1016/​j.jenvman.2020.110555|Deforestation dynamics in Brazil'​s Amazonian settlements:​ Effects of land-tenure concentration]] **Journal of Environmental Management**,​ v. 268, 15. 2020.
 +  * Josselin, D., Louvet, R. [[https://​www.mdpi.com/​2220-9964/​8/​3/​156/​htm|Impact of the Scale on Several Metrics Used in Geographical Object-Based Image Analysis: Does GEOBIA Mitigate the Modifiable Areal Unit Problem (MAUP)?]] **International Journal of Geo-Information**,​ v. 8, 156. 2019.
 +  * Dutra, A. Shimabukuro,​ Y. Escada, M.I. [[https://​www.mdpi.com/​2504-3900/​2/​7/​356|Data Mining Using NDVI Time Series Applied to Change Detection]],​ **Proceedings**,​ v. 2, 356. 2018.
 +  * Prudente, V.R., Silva, B., Johann, J., Mercante, E., Oldoni, L. [[http://​www.scielo.br/​scielo.php?​script=sci_arttext&​pid=S0100-69162017000501015|Comparative assessment between per-pixel and object-oriented for mapping land cover and use]], **Journal of the Brazilian Association of Agricultural Engineering**,​ v. 37, 1015-1027. 2017.
 +  * Wallace, L., Saldias, D.S., Reinke, K., Hillman, S., Hallyu, B. Jones, S. [[https://​www.sciencedirect.com/​science/​article/​pii/​S1470160X18309774|Using orthoimages generated from oblique terrestrial photography to estimate and monitor vegetation cover]]. **Ecological Indicators**,​ v. 101, p. 91-101. 2019.
   * Maciel, A.M., Silva, M.P.S., Escada, M.I.S., França, F.S. [[http://​data.ime.usp.br/​sbbd2012/​artigos/​pdfs/​sbbd_shp_26.pdf|Uma Metodologia para Descoberta de Relacionamentos Frequentes Entre Dados Espaciais de Desmatamento Usando Mineração de Grafos]]. Simpósio Brasileiro de Bancos de Dados, SBBD. São Paulo, Brazil. 2012.    * Maciel, A.M., Silva, M.P.S., Escada, M.I.S., França, F.S. [[http://​data.ime.usp.br/​sbbd2012/​artigos/​pdfs/​sbbd_shp_26.pdf|Uma Metodologia para Descoberta de Relacionamentos Frequentes Entre Dados Espaciais de Desmatamento Usando Mineração de Grafos]]. Simpósio Brasileiro de Bancos de Dados, SBBD. São Paulo, Brazil. 2012. 
-  * Pinho, C.M.D., Fonseca, L.M.G., Körting, T.S., Almeida, C.M., Kux, H.J.H. [[http://www.dpi.inpe.br/~tkorting/docs/​pinho2012land.pdf|Land-cover classification of an intra-urban environment using high-resolution images and object-based image analysis]]. International Journal of Remote Sensing, 2012. +  * Pinho, C.M.D., Fonseca, L.M.G., Körting, T.S., Almeida, C.M., Kux, H.J.H. [[https://www.researchgate.net/publication/254314186_Land-cover_classification_of_an_intra-urban_environment_using_high-resolution_images_and_object-based_image_analysis?​ev=srch_pub|Land-cover classification of an intra-urban environment using high-resolution images and object-based image analysis]]. ​**International Journal of Remote Sensing**, 2012. 
   * Meneghetti, G., Rodrigues, C. S. [[http://​mtc-m18.sid.inpe.br/​col/​sid.inpe.br/​mtc-m18/​2012/​05.18.17.13/​doc/​113.pdf|Object-oriented classification in urban areas using GeoDMA plugin]]. Geographic Object-Based Image Analysis (GEOBIA). Rio de Janeiro, Brazil. 2012.    * Meneghetti, G., Rodrigues, C. S. [[http://​mtc-m18.sid.inpe.br/​col/​sid.inpe.br/​mtc-m18/​2012/​05.18.17.13/​doc/​113.pdf|Object-oriented classification in urban areas using GeoDMA plugin]]. Geographic Object-Based Image Analysis (GEOBIA). Rio de Janeiro, Brazil. 2012. 
   * Sousa, W., Bandeira, C., Ribeiro, E., Castro, A., Bustos, H., Silva, M.P.S. [[http://​mtc-m18.sid.inpe.br/​col/​sid.inpe.br/​mtc-m18/​2012/​05.17.18.39/​doc/​154.pdf|Monitoring of desertification processes through trend estimates of time series]]. Geographic Object-Based Image Analysis (GEOBIA). Rio de Janeiro, Brazil. 2012.    * Sousa, W., Bandeira, C., Ribeiro, E., Castro, A., Bustos, H., Silva, M.P.S. [[http://​mtc-m18.sid.inpe.br/​col/​sid.inpe.br/​mtc-m18/​2012/​05.17.18.39/​doc/​154.pdf|Monitoring of desertification processes through trend estimates of time series]]. Geographic Object-Based Image Analysis (GEOBIA). Rio de Janeiro, Brazil. 2012. 
   * Maciel, A.M., França, F.S., Silva, M.P.S. [[http://​mtc-m18.sid.inpe.br/​col/​sid.inpe.br/​mtc-m18/​2012/​05.15.19.08/​doc/​051.pdf|Discovery of frequent correlations among deforestation objects using graph mining]]. Geographic Object-Based Image Analysis (GEOBIA). Rio de Janeiro, Brazil. 2012.    * Maciel, A.M., França, F.S., Silva, M.P.S. [[http://​mtc-m18.sid.inpe.br/​col/​sid.inpe.br/​mtc-m18/​2012/​05.15.19.08/​doc/​051.pdf|Discovery of frequent correlations among deforestation objects using graph mining]]. Geographic Object-Based Image Analysis (GEOBIA). Rio de Janeiro, Brazil. 2012. 
-  * Saito, E.A., Fonseca, L.M.G., Escada, M.I.S., Körting. T.S. [[http://​www.rbc.ufrj.br/​_pdf_63_2011/​63_03_8.pdf|Efeitos da mudança de escala em padrões de desmatamento na Amazônia]]. Revista Brasileira de Cartografia,​ 63, 401-414. 2011. +  * Saito, E.A., Fonseca, L.M.G., Escada, M.I.S., Körting. T.S. [[http://​www.rbc.ufrj.br/​_pdf_63_2011/​63_03_8.pdf|Efeitos da mudança de escala em padrões de desmatamento na Amazônia]]. ​**Revista Brasileira de Cartografia**, 63, 401-414. 2011. 
   * Gavlak, A.A., Escada, M.I.S., Monteiro, A.M.V. [[http://​www.ltid.inpe.br/​sbsr2011/​files/​p1188.pdf|Dinâmica de padrões de mudança de uso e cobertura da terra na região do Distrito Florestal Sustentável da BR-163]]. XV SBSR. Curitiba, Brazil. 2011.    * Gavlak, A.A., Escada, M.I.S., Monteiro, A.M.V. [[http://​www.ltid.inpe.br/​sbsr2011/​files/​p1188.pdf|Dinâmica de padrões de mudança de uso e cobertura da terra na região do Distrito Florestal Sustentável da BR-163]]. XV SBSR. Curitiba, Brazil. 2011. 
   * Saito, E. A., Escada, M.I.S., Fonseca, L. M. G., Körting, T.S. [[http://​www.dpi.inpe.br/​~tkorting/​docs/​saito2011analise.pdf|Análise de padrões de desmatamento e trajetória de padrões de ocupação humana na Amazônia usando técnicas de mineração de dados]]. XV SBSR. Curitiba, Brazil. 2011.    * Saito, E. A., Escada, M.I.S., Fonseca, L. M. G., Körting, T.S. [[http://​www.dpi.inpe.br/​~tkorting/​docs/​saito2011analise.pdf|Análise de padrões de desmatamento e trajetória de padrões de ocupação humana na Amazônia usando técnicas de mineração de dados]]. XV SBSR. Curitiba, Brazil. 2011. 
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   * Saito, E.A., Körting, T.S., Fonseca, L.M.G., Escada, M.I.S. [[http://​www.dpi.inpe.br/​~tkorting/​docs/​saito2010mineracao.pdf|Mineração em Dados Espaciais de Desmatamento do Prodes Utilizando Métricas da Paisagem: Caso de Estudo Município de Novo Progresso - PA]]. III SIMGEO. Recife, Brazil. 2010.    * Saito, E.A., Körting, T.S., Fonseca, L.M.G., Escada, M.I.S. [[http://​www.dpi.inpe.br/​~tkorting/​docs/​saito2010mineracao.pdf|Mineração em Dados Espaciais de Desmatamento do Prodes Utilizando Métricas da Paisagem: Caso de Estudo Município de Novo Progresso - PA]]. III SIMGEO. Recife, Brazil. 2010. 
   * Pinho, C.M.D., Silva, F.C., Fonseca, L.M.G., Monteiro, A.M.V. [[http://​www.isprs.org/​proceedings/​XXXVII/​congress/​7_pdf/​4_WG-VII-4/​40.pdf|Urban Land Cover Classification from High-Resolution Images Using the C4.5 Algorithm]]. XXI Congress of the International Society for Photogrammetry and Remote Sensing, Pequim, 2008.    * Pinho, C.M.D., Silva, F.C., Fonseca, L.M.G., Monteiro, A.M.V. [[http://​www.isprs.org/​proceedings/​XXXVII/​congress/​7_pdf/​4_WG-VII-4/​40.pdf|Urban Land Cover Classification from High-Resolution Images Using the C4.5 Algorithm]]. XXI Congress of the International Society for Photogrammetry and Remote Sensing, Pequim, 2008. 
-  * Silva, M.P.S, Câmara, G. Escada, M.I.S., Souza, R.C.M. [[http://​www.dpi.inpe.br/​gilberto/​papers/​rs_mining.pdf|Remote Sensing Image Mining: Detecting Agents of Land Use Change in Tropical Forest Areas]]. International Journal of Remote Sensing, 2007. +  * Silva, M.P.S, Câmara, G. Escada, M.I.S., Souza, R.C.M. [[http://​www.dpi.inpe.br/​gilberto/​papers/​rs_mining.pdf|Remote Sensing Image Mining: Detecting Agents of Land Use Change in Tropical Forest Areas]]. ​**International Journal of Remote Sensing**, 2007.  
 + 
 +====== For GeoDMA 0.2 and previous versions ====== 
 + 
 +===== Source Code ===== 
 + 
 +GeoDMA is free software, developed using [[http://​www.terralib.org|TerraLib library]]. It works as a plugin for [[http://​www.dpi.inpe.br/​terraview|TerraView]],​ also free software. If you want to download the source code of GeoDMA, try the following:  
 + 
 +  * Download TerraLib 4, TerraView and GeoDMA sources using SVN  
 + 
 +    <​https://​svn.dpi.inpe.br/​terralib/​trunk/>​ 
 + 
 +  * Use Cmake to create your building files (Windows or Linux)  
 +     
 +    /​path/​to/​terralib/​trunk/​build/​cmake/​ 
 + 
 +We are currently using Microsoft Visual Studio 2010 with QT 3.2 to compile GeoDMA in Windows, and gcc to compile in Linux. More information about compilation issues, please visit http://​www.terralib.org/​.  
 + 
 +===== Manuals ===== 
 +  * [[geodma:​manual_02|GeoDMA 0.2 user manual]] 
 +  * [[geodma:​features|Features description (GeoDMA 0.2)]]

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