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roc_suite [2014/04/01 14:19]
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roc_suite [2014/04/01 17:22]
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-====== Receiver Operating Characteristic (ROC): a suite available on Dinamica-EGO platform ​======+====== Receiver Operating Characteristic (ROC) suite ======
 ==== Brief description ==== ==== Brief description ====
 The Receiver Operating Characteristic (ROC) evaluates map similarity considering a reference binary pattern. ROC compares the amount of true positive and false positive cells through an incremental binary classification (Mas et al. 2013a). ROC is commonly used in GIS to evaluate spatial predictions versus observed data. An ROC suite developed by Mas et al (2013) is available on Dinamica-EGO. There are some study cases that apply ROC to evaluate binary predictions through a probability or suitability map using a suite of functors and submodels on Dinamica-EGO. The Receiver Operating Characteristic (ROC) evaluates map similarity considering a reference binary pattern. ROC compares the amount of true positive and false positive cells through an incremental binary classification (Mas et al. 2013a). ROC is commonly used in GIS to evaluate spatial predictions versus observed data. An ROC suite developed by Mas et al (2013) is available on Dinamica-EGO. There are some study cases that apply ROC to evaluate binary predictions through a probability or suitability map using a suite of functors and submodels on Dinamica-EGO.
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-Figure 01: ROC curve and respective metrics. ​ FIXME+{{ :​images:​habitatmod_figure03.png?​550 |Figure 01: ROC curve and respective metrics.}} 
 +Figure 01: ROC curve and respective metrics.
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 ==== Cases ==== ==== Cases ====
-  * Evaluating Weights of Evidence method for habitat suitability modeling: a comparison with Maximum Entropy for a case of few presence records [http://csr.ufmg.br/dinamica/dokuwiki/​doku.php?​id=habitat_suitability_modeling_with_small_sample_size] +  * [[habitat_suitability_modeling_with_small_sample_size|Evaluating Weights of Evidence method for habitat suitability modeling: a comparison with Maximum Entropy for a case of few presence records;]] 
-  * Kolb, M.; Mas, J.F.; Galicia, L. Evaluating drivers of land-use change and transition potential models in a complex landscape in Southern Mexico. International Journal of Geographical Information Science. Volume 27, Issue 9, 2013. [http://​dx.doi.org/​10.1080/​13658816.2013.770517]+  * [[http://dx.doi.org/10.1080/13658816.2013.770517|Kolb, M.; Mas, J.F.; Galicia, L. Evaluating drivers of land-use change and transition potential models in a complex landscape in Southern Mexico. International Journal of Geographical Information Science. Volume 27, Issue 9, 2013.]
 ==== References ==== ==== References ====
-  * Mas, J.F.; Soares-Filho,​ B. S.; Pontius Jr, R. G.; Gutiérrez, M. F.; Rodrigues, H. O. A Suite of Tools for ROC Analysis of Spatial Models. ISPRS International Journal of Geo-Information. 2013a; 2(3):​869-887.+  * [[http://​www.mdpi.com/​2220-9964/​2/​3/​869|Mas, J.F.; Soares-Filho,​ B. S.; Pontius Jr, R. G.; Gutiérrez, M. F.; Rodrigues, H. O. A Suite of Tools for ROC Analysis of Spatial Models. ISPRS International Journal of Geo-Information. 2013a; 2(3):​869-887;]]
   * Mas, J.F. Tools for ROC analysis of spatial models Installation instructions and application examples. Centro de Investigaciones en Geografía Ambiental Universidad Nacional Autónoma de México (UNAM), 2013b.   * Mas, J.F. Tools for ROC analysis of spatial models Installation instructions and application examples. Centro de Investigaciones en Geografía Ambiental Universidad Nacional Autónoma de México (UNAM), 2013b.
 ==== Resources ==== ==== Resources ====
-[[http://​www.csr.ufmg.br/​dinamica/​downloads/​models/​resources.zip|ROC suite resources]] +[[http://​www.csr.ufmg.br/​dinamica/​downloads/​models/​ROCsuite_resources.zip|ROC suite resources]]