Species distribution modelling: contrasting presence-only models with plot abundance data
Species distribution models (SDMs) are widely used in ecology and conservation. Presence-only SDMs such as MaxEnt frequently use natural history collections (NHCs) as occurrence data, given their huge numbers and accessibility. NHCs are often spatially biased which may generate inaccuracies in SDMs....
| Main Authors: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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| Format: | Article |
| Published: |
Nature Publishing Group
2018
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| Subjects: | |
| Online Access: | https://eprints.nottingham.ac.uk/49995/ |
| _version_ | 1848798125570916352 |
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| author | Gomes, Vitor H.F. IJff, Stéphanie D. Raes, Niels Amaral, Iêda Leão Salomão, Rafael P. de Souza Coelho, Luiz de Almeida Matos, Francisca Dionízia Castilho, Carolina V. de Andrade Lima Filho, Diogenes López, Dairon Cárdenas Guevara, Juan Ernesto Magnusson, William E. Phillips, Oliver L. Wittmann, Florian de Jesus Veiga Carim, Marcelo Martins, Maria Pires Irume, Mariana Victória Sabatier, Daniel Molino, Jean-François Bánki, Olaf S. da Silva Guimarães, José Renan Pitman, Nigel C.A. Piedade, Maria Teresa Fernandez Mendoza, Abel Monteagudo Luize, Bruno Garcia Venticinque, Eduardo Martins de Leão Novo, Evlyn Márcia Moraes Vargas, Percy Núñez Silva, Thiago Sanna Freire Manzatto, Angelo Gilberto Terborgh, John Reis, Neidiane Farias Costa Montero, Juan Carlos Casula, Katia Regina Marimon, Beatriz S. Marimon, Ben-Hur Coronado, Euridice N. Honorio Feldpausch, Ted R. Duque, Alvaro Zartman, Charles Eugene Arboleda, Nicolás Castaño Killeen, Timothy J. Mostacedo, Bonifacio Vasquez, Rodolfo Schöngart, Jochen Assis, Rafael L. Medeiros, Marcelo Brilhante Simon, Marcelo Fragomeni Andrade, Ana Laurance, William F. Camargo, José Luís Demarchi, Layon O. Laurance, Susan G.W. de Sousa Farias, Emanuelle Nascimento, Henrique Eduardo Mendonça Revilla, Juan David Cardenas Quaresma, Adriano Costa, Flávia R.C. Vieira, Ima Célia Guimarães Cintra, Bruno Barçante Ladvocat Castellanos, Hernán Brienen, Roel Stevenson, Pablo R. Feitosa, Yuri Duivenvoorden, Joost F. Aymard C., Gerardo A. Mogollón, Hugo F. Targhetta, Natalia Comiskey, James A. Vicentini, Alberto Lopes, Aline Damasco, Gabriel Dávila, Nállarett García-Villacorta, Roosevelt Levis, Carolina Schietti, Juliana Souza, Priscila Emilio, Thaise Alonso, Alfonso Neill, David Dallmeier, Francisco Ferreira, Leandro Valle Araujo-Murakami, Alejandro Praia, Daniel do Amaral, Dário Dantas Carvalho, Fernanda Antunes de Souza, Fernanda Coelho Feeley, Kenneth Arroyo, Luzmila Pansonato, Marcelo Petratti Gribel, Rogerio Villa, Boris Licona, Juan Carlos Fine, Paul V.A. Cerón, Carlos Baraloto, Chris Jimenez, Eliana M. Stropp, Juliana Engel, Julien Silveira, Marcos Mora, Maria Cristina Peñuela Petronelli, Pascal Maas, Paul Thomas-Caesar, Raquel Henkel, Terry W. Daly, Doug Paredes, Marcos Ríos Baker, Tim R. Fuentes, Alfredo Peres, Carlos A. Chave, Jerome Pena, Jose Luis Marcelo Dexter, Kyle G. Silman, Miles R. Jørgensen, Peter Møller Pennington, Toby Di Fiore, Anthony Valverde, Fernando Cornejo Phillips, Juan Fernando Rivas-Torres, Gonzalo von Hildebrand, Patricio van Andel, Tinde R. Ruschel, Ademir R. Prieto, Adriana Rudas, Agustín Hoffman, Bruce Vela, César I. A. Barbosa, Edelcilio Marques Zent, Egleé L. Gonzales, George Pepe Gallardo Doza, Hilda Paulette Dávila de Andrade Miranda, Ires Paula Guillaumet, Jean-Louis Pinto, Linder Felipe Mozombite de Matos Bonates, Luiz Carlos Silva, Natalino Gómez, Ricardo Zárate Zent, Stanford Gonzales, Therany Vos, Vincent A. Malhi, Yadvinder Oliveira, Alexandre A. Cano, Angela Albuquerque, Bianca Weiss Vriesendorp, Corine Correa, Diego Felipe Torre, Emilio Vilanova van der Heijden, Geertje Ramirez-Angulo, Hirma Ramos, José Ferreira Young, Kenneth R. Rocha, Maira Nascimento, Marcelo Trindade Medina, Maria Natalia Umaña Tirado, Milton Wang, Ophelia Sierra, Rodrigo Torres-Lezama, Armando Mendoza, Casimiro Ferreira, Cid Baider, Cláudia Villarroel, Daniel Balslev, Henrik Mesones, Italo Giraldo, Ligia Estela Urrego Casas, Luisa Fernanda Reategui, Manuel Augusto Ahuite Linares-Palomino, Reynaldo Zagt, Roderick Cárdenas, Sasha Farfan-Rios, William Sampaio, Adeilza Felipe Pauletto, Daniela Sandoval, Elvis H. Valderrama Arevalo, Freddy Ramirez Huamantupa-Chuquimaco, Isau Garcia-Cabrera, Karina Hernandez, Lionel Gamarra, Luis Valenzuela Alexiades, Miguel N. Pansini, Susamar Cuenca, Walter Palacios Milliken, William Ricardo, Joana Lopez-Gonzalez, Gabriela Pos, Edwin ter Steege, Hans |
| author_facet | Gomes, Vitor H.F. IJff, Stéphanie D. Raes, Niels Amaral, Iêda Leão Salomão, Rafael P. de Souza Coelho, Luiz de Almeida Matos, Francisca Dionízia Castilho, Carolina V. de Andrade Lima Filho, Diogenes López, Dairon Cárdenas Guevara, Juan Ernesto Magnusson, William E. Phillips, Oliver L. Wittmann, Florian de Jesus Veiga Carim, Marcelo Martins, Maria Pires Irume, Mariana Victória Sabatier, Daniel Molino, Jean-François Bánki, Olaf S. da Silva Guimarães, José Renan Pitman, Nigel C.A. Piedade, Maria Teresa Fernandez Mendoza, Abel Monteagudo Luize, Bruno Garcia Venticinque, Eduardo Martins de Leão Novo, Evlyn Márcia Moraes Vargas, Percy Núñez Silva, Thiago Sanna Freire Manzatto, Angelo Gilberto Terborgh, John Reis, Neidiane Farias Costa Montero, Juan Carlos Casula, Katia Regina Marimon, Beatriz S. Marimon, Ben-Hur Coronado, Euridice N. Honorio Feldpausch, Ted R. Duque, Alvaro Zartman, Charles Eugene Arboleda, Nicolás Castaño Killeen, Timothy J. Mostacedo, Bonifacio Vasquez, Rodolfo Schöngart, Jochen Assis, Rafael L. Medeiros, Marcelo Brilhante Simon, Marcelo Fragomeni Andrade, Ana Laurance, William F. Camargo, José Luís Demarchi, Layon O. Laurance, Susan G.W. de Sousa Farias, Emanuelle Nascimento, Henrique Eduardo Mendonça Revilla, Juan David Cardenas Quaresma, Adriano Costa, Flávia R.C. Vieira, Ima Célia Guimarães Cintra, Bruno Barçante Ladvocat Castellanos, Hernán Brienen, Roel Stevenson, Pablo R. Feitosa, Yuri Duivenvoorden, Joost F. Aymard C., Gerardo A. Mogollón, Hugo F. Targhetta, Natalia Comiskey, James A. Vicentini, Alberto Lopes, Aline Damasco, Gabriel Dávila, Nállarett García-Villacorta, Roosevelt Levis, Carolina Schietti, Juliana Souza, Priscila Emilio, Thaise Alonso, Alfonso Neill, David Dallmeier, Francisco Ferreira, Leandro Valle Araujo-Murakami, Alejandro Praia, Daniel do Amaral, Dário Dantas Carvalho, Fernanda Antunes de Souza, Fernanda Coelho Feeley, Kenneth Arroyo, Luzmila Pansonato, Marcelo Petratti Gribel, Rogerio Villa, Boris Licona, Juan Carlos Fine, Paul V.A. Cerón, Carlos Baraloto, Chris Jimenez, Eliana M. Stropp, Juliana Engel, Julien Silveira, Marcos Mora, Maria Cristina Peñuela Petronelli, Pascal Maas, Paul Thomas-Caesar, Raquel Henkel, Terry W. Daly, Doug Paredes, Marcos Ríos Baker, Tim R. Fuentes, Alfredo Peres, Carlos A. Chave, Jerome Pena, Jose Luis Marcelo Dexter, Kyle G. Silman, Miles R. Jørgensen, Peter Møller Pennington, Toby Di Fiore, Anthony Valverde, Fernando Cornejo Phillips, Juan Fernando Rivas-Torres, Gonzalo von Hildebrand, Patricio van Andel, Tinde R. Ruschel, Ademir R. Prieto, Adriana Rudas, Agustín Hoffman, Bruce Vela, César I. A. Barbosa, Edelcilio Marques Zent, Egleé L. Gonzales, George Pepe Gallardo Doza, Hilda Paulette Dávila de Andrade Miranda, Ires Paula Guillaumet, Jean-Louis Pinto, Linder Felipe Mozombite de Matos Bonates, Luiz Carlos Silva, Natalino Gómez, Ricardo Zárate Zent, Stanford Gonzales, Therany Vos, Vincent A. Malhi, Yadvinder Oliveira, Alexandre A. Cano, Angela Albuquerque, Bianca Weiss Vriesendorp, Corine Correa, Diego Felipe Torre, Emilio Vilanova van der Heijden, Geertje Ramirez-Angulo, Hirma Ramos, José Ferreira Young, Kenneth R. Rocha, Maira Nascimento, Marcelo Trindade Medina, Maria Natalia Umaña Tirado, Milton Wang, Ophelia Sierra, Rodrigo Torres-Lezama, Armando Mendoza, Casimiro Ferreira, Cid Baider, Cláudia Villarroel, Daniel Balslev, Henrik Mesones, Italo Giraldo, Ligia Estela Urrego Casas, Luisa Fernanda Reategui, Manuel Augusto Ahuite Linares-Palomino, Reynaldo Zagt, Roderick Cárdenas, Sasha Farfan-Rios, William Sampaio, Adeilza Felipe Pauletto, Daniela Sandoval, Elvis H. Valderrama Arevalo, Freddy Ramirez Huamantupa-Chuquimaco, Isau Garcia-Cabrera, Karina Hernandez, Lionel Gamarra, Luis Valenzuela Alexiades, Miguel N. Pansini, Susamar Cuenca, Walter Palacios Milliken, William Ricardo, Joana Lopez-Gonzalez, Gabriela Pos, Edwin ter Steege, Hans |
| author_sort | Gomes, Vitor H.F. |
| building | Nottingham Research Data Repository |
| collection | Online Access |
| description | Species distribution models (SDMs) are widely used in ecology and conservation. Presence-only SDMs such as MaxEnt frequently use natural history collections (NHCs) as occurrence data, given their huge numbers and accessibility. NHCs are often spatially biased which may generate inaccuracies in SDMs. Here, we test how the distribution of NHCs and MaxEnt predictions relates to a spatial abundance model, based on a large plot dataset for Amazonian tree species, using inverse distance weighting (IDW). We also propose a new pipeline to deal with inconsistencies in NHCs and to limit the area of occupancy of the species. We found a significant but weak positive relationship between the distribution of NHCs and IDW for 66% of the species. The relationship between SDMs and IDW was also significant but weakly positive for 95% of the species, and sensitivity for both analyses was high. Furthermore, the pipeline removed half of the NHCs records. Presence-only SDM applications should consider this limitation, especially for large biodiversity assessments projects, when they are automatically generated without subsequent checking. Our pipeline provides a conservative estimate of a species’ area of occupancy, within an area slightly larger than its extent of occurrence, compatible to e.g. IUCN red list assessments. |
| first_indexed | 2025-11-14T20:14:48Z |
| format | Article |
| id | nottingham-49995 |
| institution | University of Nottingham Malaysia Campus |
| institution_category | Local University |
| last_indexed | 2025-11-14T20:14:48Z |
| publishDate | 2018 |
| publisher | Nature Publishing Group |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | nottingham-499952020-05-04T19:27:06Z https://eprints.nottingham.ac.uk/49995/ Species distribution modelling: contrasting presence-only models with plot abundance data Gomes, Vitor H.F. IJff, Stéphanie D. Raes, Niels Amaral, Iêda Leão Salomão, Rafael P. de Souza Coelho, Luiz de Almeida Matos, Francisca Dionízia Castilho, Carolina V. de Andrade Lima Filho, Diogenes López, Dairon Cárdenas Guevara, Juan Ernesto Magnusson, William E. Phillips, Oliver L. Wittmann, Florian de Jesus Veiga Carim, Marcelo Martins, Maria Pires Irume, Mariana Victória Sabatier, Daniel Molino, Jean-François Bánki, Olaf S. da Silva Guimarães, José Renan Pitman, Nigel C.A. Piedade, Maria Teresa Fernandez Mendoza, Abel Monteagudo Luize, Bruno Garcia Venticinque, Eduardo Martins de Leão Novo, Evlyn Márcia Moraes Vargas, Percy Núñez Silva, Thiago Sanna Freire Manzatto, Angelo Gilberto Terborgh, John Reis, Neidiane Farias Costa Montero, Juan Carlos Casula, Katia Regina Marimon, Beatriz S. Marimon, Ben-Hur Coronado, Euridice N. Honorio Feldpausch, Ted R. Duque, Alvaro Zartman, Charles Eugene Arboleda, Nicolás Castaño Killeen, Timothy J. Mostacedo, Bonifacio Vasquez, Rodolfo Schöngart, Jochen Assis, Rafael L. Medeiros, Marcelo Brilhante Simon, Marcelo Fragomeni Andrade, Ana Laurance, William F. Camargo, José Luís Demarchi, Layon O. Laurance, Susan G.W. de Sousa Farias, Emanuelle Nascimento, Henrique Eduardo Mendonça Revilla, Juan David Cardenas Quaresma, Adriano Costa, Flávia R.C. Vieira, Ima Célia Guimarães Cintra, Bruno Barçante Ladvocat Castellanos, Hernán Brienen, Roel Stevenson, Pablo R. Feitosa, Yuri Duivenvoorden, Joost F. Aymard C., Gerardo A. Mogollón, Hugo F. Targhetta, Natalia Comiskey, James A. Vicentini, Alberto Lopes, Aline Damasco, Gabriel Dávila, Nállarett García-Villacorta, Roosevelt Levis, Carolina Schietti, Juliana Souza, Priscila Emilio, Thaise Alonso, Alfonso Neill, David Dallmeier, Francisco Ferreira, Leandro Valle Araujo-Murakami, Alejandro Praia, Daniel do Amaral, Dário Dantas Carvalho, Fernanda Antunes de Souza, Fernanda Coelho Feeley, Kenneth Arroyo, Luzmila Pansonato, Marcelo Petratti Gribel, Rogerio Villa, Boris Licona, Juan Carlos Fine, Paul V.A. Cerón, Carlos Baraloto, Chris Jimenez, Eliana M. Stropp, Juliana Engel, Julien Silveira, Marcos Mora, Maria Cristina Peñuela Petronelli, Pascal Maas, Paul Thomas-Caesar, Raquel Henkel, Terry W. Daly, Doug Paredes, Marcos Ríos Baker, Tim R. Fuentes, Alfredo Peres, Carlos A. Chave, Jerome Pena, Jose Luis Marcelo Dexter, Kyle G. Silman, Miles R. Jørgensen, Peter Møller Pennington, Toby Di Fiore, Anthony Valverde, Fernando Cornejo Phillips, Juan Fernando Rivas-Torres, Gonzalo von Hildebrand, Patricio van Andel, Tinde R. Ruschel, Ademir R. Prieto, Adriana Rudas, Agustín Hoffman, Bruce Vela, César I. A. Barbosa, Edelcilio Marques Zent, Egleé L. Gonzales, George Pepe Gallardo Doza, Hilda Paulette Dávila de Andrade Miranda, Ires Paula Guillaumet, Jean-Louis Pinto, Linder Felipe Mozombite de Matos Bonates, Luiz Carlos Silva, Natalino Gómez, Ricardo Zárate Zent, Stanford Gonzales, Therany Vos, Vincent A. Malhi, Yadvinder Oliveira, Alexandre A. Cano, Angela Albuquerque, Bianca Weiss Vriesendorp, Corine Correa, Diego Felipe Torre, Emilio Vilanova van der Heijden, Geertje Ramirez-Angulo, Hirma Ramos, José Ferreira Young, Kenneth R. Rocha, Maira Nascimento, Marcelo Trindade Medina, Maria Natalia Umaña Tirado, Milton Wang, Ophelia Sierra, Rodrigo Torres-Lezama, Armando Mendoza, Casimiro Ferreira, Cid Baider, Cláudia Villarroel, Daniel Balslev, Henrik Mesones, Italo Giraldo, Ligia Estela Urrego Casas, Luisa Fernanda Reategui, Manuel Augusto Ahuite Linares-Palomino, Reynaldo Zagt, Roderick Cárdenas, Sasha Farfan-Rios, William Sampaio, Adeilza Felipe Pauletto, Daniela Sandoval, Elvis H. Valderrama Arevalo, Freddy Ramirez Huamantupa-Chuquimaco, Isau Garcia-Cabrera, Karina Hernandez, Lionel Gamarra, Luis Valenzuela Alexiades, Miguel N. Pansini, Susamar Cuenca, Walter Palacios Milliken, William Ricardo, Joana Lopez-Gonzalez, Gabriela Pos, Edwin ter Steege, Hans Species distribution models (SDMs) are widely used in ecology and conservation. Presence-only SDMs such as MaxEnt frequently use natural history collections (NHCs) as occurrence data, given their huge numbers and accessibility. NHCs are often spatially biased which may generate inaccuracies in SDMs. Here, we test how the distribution of NHCs and MaxEnt predictions relates to a spatial abundance model, based on a large plot dataset for Amazonian tree species, using inverse distance weighting (IDW). We also propose a new pipeline to deal with inconsistencies in NHCs and to limit the area of occupancy of the species. We found a significant but weak positive relationship between the distribution of NHCs and IDW for 66% of the species. The relationship between SDMs and IDW was also significant but weakly positive for 95% of the species, and sensitivity for both analyses was high. Furthermore, the pipeline removed half of the NHCs records. Presence-only SDM applications should consider this limitation, especially for large biodiversity assessments projects, when they are automatically generated without subsequent checking. Our pipeline provides a conservative estimate of a species’ area of occupancy, within an area slightly larger than its extent of occurrence, compatible to e.g. IUCN red list assessments. Nature Publishing Group 2018-01-17 Article PeerReviewed Gomes, Vitor H.F., IJff, Stéphanie D., Raes, Niels, Amaral, Iêda Leão, Salomão, Rafael P., de Souza Coelho, Luiz, de Almeida Matos, Francisca Dionízia, Castilho, Carolina V., de Andrade Lima Filho, Diogenes, López, Dairon Cárdenas, Guevara, Juan Ernesto, Magnusson, William E., Phillips, Oliver L., Wittmann, Florian, de Jesus Veiga Carim, Marcelo, Martins, Maria Pires, Irume, Mariana Victória, Sabatier, Daniel, Molino, Jean-François, Bánki, Olaf S., da Silva Guimarães, José Renan, Pitman, Nigel C.A., Piedade, Maria Teresa Fernandez, Mendoza, Abel Monteagudo, Luize, Bruno Garcia, Venticinque, Eduardo Martins, de Leão Novo, Evlyn Márcia Moraes, Vargas, Percy Núñez, Silva, Thiago Sanna Freire, Manzatto, Angelo Gilberto, Terborgh, John, Reis, Neidiane Farias Costa, Montero, Juan Carlos, Casula, Katia Regina, Marimon, Beatriz S., Marimon, Ben-Hur, Coronado, Euridice N. Honorio, Feldpausch, Ted R., Duque, Alvaro, Zartman, Charles Eugene, Arboleda, Nicolás Castaño, Killeen, Timothy J., Mostacedo, Bonifacio, Vasquez, Rodolfo, Schöngart, Jochen, Assis, Rafael L., Medeiros, Marcelo Brilhante, Simon, Marcelo Fragomeni, Andrade, Ana, Laurance, William F., Camargo, José Luís, Demarchi, Layon O., Laurance, Susan G.W., de Sousa Farias, Emanuelle, Nascimento, Henrique Eduardo Mendonça, Revilla, Juan David Cardenas, Quaresma, Adriano, Costa, Flávia R.C., Vieira, Ima Célia Guimarães, Cintra, Bruno Barçante Ladvocat, Castellanos, Hernán, Brienen, Roel, Stevenson, Pablo R., Feitosa, Yuri, Duivenvoorden, Joost F., Aymard C., Gerardo A., Mogollón, Hugo F., Targhetta, Natalia, Comiskey, James A., Vicentini, Alberto, Lopes, Aline, Damasco, Gabriel, Dávila, Nállarett, García-Villacorta, Roosevelt, Levis, Carolina, Schietti, Juliana, Souza, Priscila, Emilio, Thaise, Alonso, Alfonso, Neill, David, Dallmeier, Francisco, Ferreira, Leandro Valle, Araujo-Murakami, Alejandro, Praia, Daniel, do Amaral, Dário Dantas, Carvalho, Fernanda Antunes, de Souza, Fernanda Coelho, Feeley, Kenneth, Arroyo, Luzmila, Pansonato, Marcelo Petratti, Gribel, Rogerio, Villa, Boris, Licona, Juan Carlos, Fine, Paul V.A., Cerón, Carlos, Baraloto, Chris, Jimenez, Eliana M., Stropp, Juliana, Engel, Julien, Silveira, Marcos, Mora, Maria Cristina Peñuela, Petronelli, Pascal, Maas, Paul, Thomas-Caesar, Raquel, Henkel, Terry W., Daly, Doug, Paredes, Marcos Ríos, Baker, Tim R., Fuentes, Alfredo, Peres, Carlos A., Chave, Jerome, Pena, Jose Luis Marcelo, Dexter, Kyle G., Silman, Miles R., Jørgensen, Peter Møller, Pennington, Toby, Di Fiore, Anthony, Valverde, Fernando Cornejo, Phillips, Juan Fernando, Rivas-Torres, Gonzalo, von Hildebrand, Patricio, van Andel, Tinde R., Ruschel, Ademir R., Prieto, Adriana, Rudas, Agustín, Hoffman, Bruce, Vela, César I. A., Barbosa, Edelcilio Marques, Zent, Egleé L., Gonzales, George Pepe Gallardo, Doza, Hilda Paulette Dávila, de Andrade Miranda, Ires Paula, Guillaumet, Jean-Louis, Pinto, Linder Felipe Mozombite, de Matos Bonates, Luiz Carlos, Silva, Natalino, Gómez, Ricardo Zárate, Zent, Stanford, Gonzales, Therany, Vos, Vincent A., Malhi, Yadvinder, Oliveira, Alexandre A., Cano, Angela, Albuquerque, Bianca Weiss, Vriesendorp, Corine, Correa, Diego Felipe, Torre, Emilio Vilanova, van der Heijden, Geertje, Ramirez-Angulo, Hirma, Ramos, José Ferreira, Young, Kenneth R., Rocha, Maira, Nascimento, Marcelo Trindade, Medina, Maria Natalia Umaña, Tirado, Milton, Wang, Ophelia, Sierra, Rodrigo, Torres-Lezama, Armando, Mendoza, Casimiro, Ferreira, Cid, Baider, Cláudia, Villarroel, Daniel, Balslev, Henrik, Mesones, Italo, Giraldo, Ligia Estela Urrego, Casas, Luisa Fernanda, Reategui, Manuel Augusto Ahuite, Linares-Palomino, Reynaldo, Zagt, Roderick, Cárdenas, Sasha, Farfan-Rios, William, Sampaio, Adeilza Felipe, Pauletto, Daniela, Sandoval, Elvis H. Valderrama, Arevalo, Freddy Ramirez, Huamantupa-Chuquimaco, Isau, Garcia-Cabrera, Karina, Hernandez, Lionel, Gamarra, Luis Valenzuela, Alexiades, Miguel N., Pansini, Susamar, Cuenca, Walter Palacios, Milliken, William, Ricardo, Joana, Lopez-Gonzalez, Gabriela, Pos, Edwin and ter Steege, Hans (2018) Species distribution modelling: contrasting presence-only models with plot abundance data. Scientific Reports, 8 (1). 1003/1-1003/12. ISSN 2045-2322 biodiversity; ecological modelling https://doi.org/10.1038/s41598-017-18927-1 doi:10.1038/s41598-017-18927-1 doi:10.1038/s41598-017-18927-1 |
| spellingShingle | biodiversity; ecological modelling Gomes, Vitor H.F. IJff, Stéphanie D. Raes, Niels Amaral, Iêda Leão Salomão, Rafael P. de Souza Coelho, Luiz de Almeida Matos, Francisca Dionízia Castilho, Carolina V. de Andrade Lima Filho, Diogenes López, Dairon Cárdenas Guevara, Juan Ernesto Magnusson, William E. Phillips, Oliver L. Wittmann, Florian de Jesus Veiga Carim, Marcelo Martins, Maria Pires Irume, Mariana Victória Sabatier, Daniel Molino, Jean-François Bánki, Olaf S. da Silva Guimarães, José Renan Pitman, Nigel C.A. Piedade, Maria Teresa Fernandez Mendoza, Abel Monteagudo Luize, Bruno Garcia Venticinque, Eduardo Martins de Leão Novo, Evlyn Márcia Moraes Vargas, Percy Núñez Silva, Thiago Sanna Freire Manzatto, Angelo Gilberto Terborgh, John Reis, Neidiane Farias Costa Montero, Juan Carlos Casula, Katia Regina Marimon, Beatriz S. Marimon, Ben-Hur Coronado, Euridice N. Honorio Feldpausch, Ted R. Duque, Alvaro Zartman, Charles Eugene Arboleda, Nicolás Castaño Killeen, Timothy J. Mostacedo, Bonifacio Vasquez, Rodolfo Schöngart, Jochen Assis, Rafael L. Medeiros, Marcelo Brilhante Simon, Marcelo Fragomeni Andrade, Ana Laurance, William F. Camargo, José Luís Demarchi, Layon O. Laurance, Susan G.W. de Sousa Farias, Emanuelle Nascimento, Henrique Eduardo Mendonça Revilla, Juan David Cardenas Quaresma, Adriano Costa, Flávia R.C. Vieira, Ima Célia Guimarães Cintra, Bruno Barçante Ladvocat Castellanos, Hernán Brienen, Roel Stevenson, Pablo R. Feitosa, Yuri Duivenvoorden, Joost F. Aymard C., Gerardo A. Mogollón, Hugo F. Targhetta, Natalia Comiskey, James A. Vicentini, Alberto Lopes, Aline Damasco, Gabriel Dávila, Nállarett García-Villacorta, Roosevelt Levis, Carolina Schietti, Juliana Souza, Priscila Emilio, Thaise Alonso, Alfonso Neill, David Dallmeier, Francisco Ferreira, Leandro Valle Araujo-Murakami, Alejandro Praia, Daniel do Amaral, Dário Dantas Carvalho, Fernanda Antunes de Souza, Fernanda Coelho Feeley, Kenneth Arroyo, Luzmila Pansonato, Marcelo Petratti Gribel, Rogerio Villa, Boris Licona, Juan Carlos Fine, Paul V.A. Cerón, Carlos Baraloto, Chris Jimenez, Eliana M. Stropp, Juliana Engel, Julien Silveira, Marcos Mora, Maria Cristina Peñuela Petronelli, Pascal Maas, Paul Thomas-Caesar, Raquel Henkel, Terry W. Daly, Doug Paredes, Marcos Ríos Baker, Tim R. Fuentes, Alfredo Peres, Carlos A. Chave, Jerome Pena, Jose Luis Marcelo Dexter, Kyle G. Silman, Miles R. Jørgensen, Peter Møller Pennington, Toby Di Fiore, Anthony Valverde, Fernando Cornejo Phillips, Juan Fernando Rivas-Torres, Gonzalo von Hildebrand, Patricio van Andel, Tinde R. Ruschel, Ademir R. Prieto, Adriana Rudas, Agustín Hoffman, Bruce Vela, César I. A. Barbosa, Edelcilio Marques Zent, Egleé L. Gonzales, George Pepe Gallardo Doza, Hilda Paulette Dávila de Andrade Miranda, Ires Paula Guillaumet, Jean-Louis Pinto, Linder Felipe Mozombite de Matos Bonates, Luiz Carlos Silva, Natalino Gómez, Ricardo Zárate Zent, Stanford Gonzales, Therany Vos, Vincent A. Malhi, Yadvinder Oliveira, Alexandre A. Cano, Angela Albuquerque, Bianca Weiss Vriesendorp, Corine Correa, Diego Felipe Torre, Emilio Vilanova van der Heijden, Geertje Ramirez-Angulo, Hirma Ramos, José Ferreira Young, Kenneth R. Rocha, Maira Nascimento, Marcelo Trindade Medina, Maria Natalia Umaña Tirado, Milton Wang, Ophelia Sierra, Rodrigo Torres-Lezama, Armando Mendoza, Casimiro Ferreira, Cid Baider, Cláudia Villarroel, Daniel Balslev, Henrik Mesones, Italo Giraldo, Ligia Estela Urrego Casas, Luisa Fernanda Reategui, Manuel Augusto Ahuite Linares-Palomino, Reynaldo Zagt, Roderick Cárdenas, Sasha Farfan-Rios, William Sampaio, Adeilza Felipe Pauletto, Daniela Sandoval, Elvis H. Valderrama Arevalo, Freddy Ramirez Huamantupa-Chuquimaco, Isau Garcia-Cabrera, Karina Hernandez, Lionel Gamarra, Luis Valenzuela Alexiades, Miguel N. Pansini, Susamar Cuenca, Walter Palacios Milliken, William Ricardo, Joana Lopez-Gonzalez, Gabriela Pos, Edwin ter Steege, Hans Species distribution modelling: contrasting presence-only models with plot abundance data |
| title | Species distribution modelling: contrasting presence-only models with plot abundance data |
| title_full | Species distribution modelling: contrasting presence-only models with plot abundance data |
| title_fullStr | Species distribution modelling: contrasting presence-only models with plot abundance data |
| title_full_unstemmed | Species distribution modelling: contrasting presence-only models with plot abundance data |
| title_short | Species distribution modelling: contrasting presence-only models with plot abundance data |
| title_sort | species distribution modelling: contrasting presence-only models with plot abundance data |
| topic | biodiversity; ecological modelling |
| url | https://eprints.nottingham.ac.uk/49995/ https://eprints.nottingham.ac.uk/49995/ https://eprints.nottingham.ac.uk/49995/ |