500m gridded surfaces for changes in climate suitability for coffee production in Risaralda, Colombia
We used 500m gridded historical and future climate surfaces for Risaralda, Colombia and coffee presences and absences to train species distribution models (suitability). Five methods were used: Generalized Boosting Model (GBM) (Friedman, 2001), Random Forest (RF) (Breiman, 2001), Maxent (Phillips et...
| Autores principales: | , , , , |
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| Formato: | Conjunto de datos |
| Lenguaje: | Inglés |
| Publicado: |
2017
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| Materias: | |
| Acceso en línea: | https://hdl.handle.net/10568/89764 |
| _version_ | 1855519651380854784 |
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| author | Vallejo Arango, Eliana Navarro Racines, Carlos Eduardo Ramírez Villegas, Julián Armando Aguilar-Ariza, Andrés Delerce, Sylvain Jean |
| author_browse | Aguilar-Ariza, Andrés Delerce, Sylvain Jean Navarro Racines, Carlos Eduardo Ramírez Villegas, Julián Armando Vallejo Arango, Eliana |
| author_facet | Vallejo Arango, Eliana Navarro Racines, Carlos Eduardo Ramírez Villegas, Julián Armando Aguilar-Ariza, Andrés Delerce, Sylvain Jean |
| author_sort | Vallejo Arango, Eliana |
| collection | Repository of Agricultural Research Outputs (CGSpace) |
| description | We used 500m gridded historical and future climate surfaces for Risaralda, Colombia and coffee presences and absences to train species distribution models (suitability). Five methods were used: Generalized Boosting Model (GBM) (Friedman, 2001), Random Forest (RF) (Breiman, 2001), Maxent (Phillips et al., 2006), Generalized Linear Model (GLM) and Generalized Additive Model (GAM) (Guisan et al., 2002). |
| format | Conjunto de datos |
| id | CGSpace89764 |
| institution | CGIAR Consortium |
| language | Inglés |
| publishDate | 2017 |
| publishDateRange | 2017 |
| publishDateSort | 2017 |
| record_format | dspace |
| spelling | CGSpace897642025-03-13T09:44:04Z 500m gridded surfaces for changes in climate suitability for coffee production in Risaralda, Colombia Vallejo Arango, Eliana Navarro Racines, Carlos Eduardo Ramírez Villegas, Julián Armando Aguilar-Ariza, Andrés Delerce, Sylvain Jean suitability coffee machine learning climate change agriculture We used 500m gridded historical and future climate surfaces for Risaralda, Colombia and coffee presences and absences to train species distribution models (suitability). Five methods were used: Generalized Boosting Model (GBM) (Friedman, 2001), Random Forest (RF) (Breiman, 2001), Maxent (Phillips et al., 2006), Generalized Linear Model (GLM) and Generalized Additive Model (GAM) (Guisan et al., 2002). 2017-12-15 2017-12-15T18:54:48Z 2017-12-15T18:54:48Z Dataset https://hdl.handle.net/10568/89764 en Open Access Vallejo-Arango, Eliana ; Navarro-Racines, Carlos E.; Ramirez-Villegas, Julian; Aguilar-Ariza, Andres; Delerce, Sylvain Jean, 2017, "500m gridded surfaces for changes in climate suitability for coffee production in Risaralda, Colombia", doi:10.7910/DVN/FEEHQX, Harvard Dataverse, V1 |
| spellingShingle | suitability coffee machine learning climate change agriculture Vallejo Arango, Eliana Navarro Racines, Carlos Eduardo Ramírez Villegas, Julián Armando Aguilar-Ariza, Andrés Delerce, Sylvain Jean 500m gridded surfaces for changes in climate suitability for coffee production in Risaralda, Colombia |
| title | 500m gridded surfaces for changes in climate suitability for coffee production in Risaralda, Colombia |
| title_full | 500m gridded surfaces for changes in climate suitability for coffee production in Risaralda, Colombia |
| title_fullStr | 500m gridded surfaces for changes in climate suitability for coffee production in Risaralda, Colombia |
| title_full_unstemmed | 500m gridded surfaces for changes in climate suitability for coffee production in Risaralda, Colombia |
| title_short | 500m gridded surfaces for changes in climate suitability for coffee production in Risaralda, Colombia |
| title_sort | 500m gridded surfaces for changes in climate suitability for coffee production in risaralda colombia |
| topic | suitability coffee machine learning climate change agriculture |
| url | https://hdl.handle.net/10568/89764 |
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