메뉴 건너뛰기




Volumn 67, Issue , 2015, Pages 173-183

Random forests to evaluate biotic interactions in fish distribution models

Author keywords

Barbus; Biotic interactions; Mesohabitat; Random forests; Species distribution modelling; Squalius

Indexed keywords

DECISION TREES; ECOSYSTEMS; FISH; PHYSICAL ADDRESSES;

EID: 84923186556     PISSN: 13648152     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.envsoft.2015.01.005     Document Type: Article
Times cited : (67)

References (98)
  • 2
    • 33745627278 scopus 로고    scopus 로고
    • Areview of statistical methods for the evaluation of aquatic habitat suitability for instream flow assessment
    • Ahmadi-Nedushan B., St-Hilaire A., Bérubé M., Robichaud É., Thiémonge N., Bobée B. Areview of statistical methods for the evaluation of aquatic habitat suitability for instream flow assessment. River Res. Appl. 2006, 22(5):503-523.
    • (2006) River Res. Appl. , vol.22 , Issue.5 , pp. 503-523
    • Ahmadi-Nedushan, B.1    St-Hilaire, A.2    Bérubé, M.3    Robichaud, É.4    Thiémonge, N.5    Bobée, B.6
  • 4
    • 33750525529 scopus 로고    scopus 로고
    • Assessing the accuracy of species distribution models: prevalence, kappa and the true skill statistic (TSS)
    • Allouche O., Tsoar A., Kadmon R. Assessing the accuracy of species distribution models: prevalence, kappa and the true skill statistic (TSS). J.Appl. Ecol. 2006, 43(6):1223-1232.
    • (2006) J.Appl. Ecol. , vol.43 , Issue.6 , pp. 1223-1232
    • Allouche, O.1    Tsoar, A.2    Kadmon, R.3
  • 5
    • 84899958809 scopus 로고    scopus 로고
    • The geographic scaling of biotic interactions
    • Araújo M.B., Rozenfeld A. The geographic scaling of biotic interactions. Ecography 2014, 37(5):406-415.
    • (2014) Ecography , vol.37 , Issue.5 , pp. 406-415
    • Araújo, M.B.1    Rozenfeld, A.2
  • 6
    • 0037293695 scopus 로고    scopus 로고
    • Amplitude of ecological potential: chub Leuciscus cephalus (L.) spawning in an artificial lowland canal
    • Arlinghaus R., Wolter C. Amplitude of ecological potential: chub Leuciscus cephalus (L.) spawning in an artificial lowland canal. J.Appl. Ichthyol. 2003, 19(1):52-54.
    • (2003) J.Appl. Ichthyol. , vol.19 , Issue.1 , pp. 52-54
    • Arlinghaus, R.1    Wolter, C.2
  • 7
  • 9
    • 0001549830 scopus 로고
    • Aquantitative method for sampling riverine microhabitats by electrofishing
    • Bain M.B., Finn J.T., Booke H.E. Aquantitative method for sampling riverine microhabitats by electrofishing. N.Am. J. Fish. Manag. 1985, 489-493.
    • (1985) N.Am. J. Fish. Manag. , pp. 489-493
    • Bain, M.B.1    Finn, J.T.2    Booke, H.E.3
  • 10
    • 0001734311 scopus 로고    scopus 로고
    • Classifying stream habitat using fish community analysis
    • INRS-Eau, Quebec City, Canada, C.H., M. Leclerc, S. Valentin, A. Boudreau, Z. Cote (Eds.)
    • Bain M.B., Knight J.G. Classifying stream habitat using fish community analysis. Ecohydraulics 2000, 2nd International Symposium on Habitat Hydraulics 1996, 107-117. INRS-Eau, Quebec City, Canada. C.H., M. Leclerc, S. Valentin, A. Boudreau, Z. Cote (Eds.).
    • (1996) Ecohydraulics 2000, 2nd International Symposium on Habitat Hydraulics , pp. 107-117
    • Bain, M.B.1    Knight, J.G.2
  • 11
    • 84875201414 scopus 로고    scopus 로고
    • Effects of flow regime alteration on fluvial habitats and riparian quality in a semiarid Mediterranean basin
    • Belmar O., Bruno D., Martínez-Capel F., Barquín J., Velasco J. Effects of flow regime alteration on fluvial habitats and riparian quality in a semiarid Mediterranean basin. Ecol. Indic. 2013, 30(0):52-64.
    • (2013) Ecol. Indic. , vol.30 , Issue.0 , pp. 52-64
    • Belmar, O.1    Bruno, D.2    Martínez-Capel, F.3    Barquín, J.4    Velasco, J.5
  • 13
    • 84866759036 scopus 로고    scopus 로고
    • Available:, (accessed 21.12.12.)
    • Bivand R. Package 'spdep' 2012, Available:, (accessed 21.12.12.). http://cran.r-project.org/web/packages/spdep/index.html.
    • (2012) Package 'spdep'
    • Bivand, R.1
  • 16
    • 0003315528 scopus 로고
    • AGuide to Stream Habitat Analysis Using the Instream Flow Incremental Methodology
    • U.S. Fish and Wildlife Service, Fort Collins, Colorado, USA
    • Bovee K.D. AGuide to Stream Habitat Analysis Using the Instream Flow Incremental Methodology. Instream Flow Information Paper 12 1982, U.S. Fish and Wildlife Service, Fort Collins, Colorado, USA.
    • (1982) Instream Flow Information Paper 12
    • Bovee, K.D.1
  • 18
    • 0035478854 scopus 로고    scopus 로고
    • Random Forest
    • Breiman L. Random Forest. Mach. Learn. 2001, 45:5-32.
    • (2001) Mach. Learn. , vol.45 , pp. 5-32
    • Breiman, L.1
  • 21
    • 0033053444 scopus 로고    scopus 로고
    • Distribution patterns of Indigenous freshwater fishes in the tagus river Basin, Spain
    • Carmona J., Doadrio I., Márquez A., Real R., Hugueny B., Vargas J. Distribution patterns of Indigenous freshwater fishes in the tagus river Basin, Spain. Environ. Biol. Fishes 1999, 54(4):371-387.
    • (1999) Environ. Biol. Fishes , vol.54 , Issue.4 , pp. 371-387
    • Carmona, J.1    Doadrio, I.2    Márquez, A.3    Real, R.4    Hugueny, B.5    Vargas, J.6
  • 23
    • 84857795305 scopus 로고    scopus 로고
    • Predicting fish assemblages and diversity in shallow lakes in the Yangtze River basin
    • Cheng L., Lek S., Lek-Ang S., Li Z. Predicting fish assemblages and diversity in shallow lakes in the Yangtze River basin. Limnologica 2012, 42(2):127-136.
    • (2012) Limnologica , vol.42 , Issue.2 , pp. 127-136
    • Cheng, L.1    Lek, S.2    Lek-Ang, S.3    Li, Z.4
  • 25
    • 9644254348 scopus 로고    scopus 로고
    • Fish fauna in Iberian Mediterranean river basins: biodiversity, introduced species and damming impacts
    • Clavero M., Blanco-Garrido F., Prenda J. Fish fauna in Iberian Mediterranean river basins: biodiversity, introduced species and damming impacts. Aquat. Conserv. Mar. Freshw. Ecosyst. 2004, 14(6):575-585.
    • (2004) Aquat. Conserv. Mar. Freshw. Ecosyst. , vol.14 , Issue.6 , pp. 575-585
    • Clavero, M.1    Blanco-Garrido, F.2    Prenda, J.3
  • 26
    • 0035202872 scopus 로고    scopus 로고
    • Patterns of species richness and introduced species in native freshwater fish faunas of a Mediterranean-type basin: the Guadiana River (southwest Iberian Peninsula)
    • Corbacho C., Sánchez J.M. Patterns of species richness and introduced species in native freshwater fish faunas of a Mediterranean-type basin: the Guadiana River (southwest Iberian Peninsula). Regul. Rivers Res. Manag. 2001, 17(6):699-707.
    • (2001) Regul. Rivers Res. Manag. , vol.17 , Issue.6 , pp. 699-707
    • Corbacho, C.1    Sánchez, J.M.2
  • 27
    • 84863847339 scopus 로고    scopus 로고
    • Habitat suitability modelling at mesohabitat scale and effects of dam operation on the endangered júcar nase, Parachondrostoma arrigonis (River Cabriel, Spain)
    • Costa R.M.S., Martínez-Capel F., Muñoz-Mas R., Alcaraz-Hernández J.D., Garófano-Gómez V. Habitat suitability modelling at mesohabitat scale and effects of dam operation on the endangered júcar nase, Parachondrostoma arrigonis (River Cabriel, Spain). River Res. Appl. 2012, 28(6):740-752.
    • (2012) River Res. Appl. , vol.28 , Issue.6 , pp. 740-752
    • Costa, R.M.S.1    Martínez-Capel, F.2    Muñoz-Mas, R.3    Alcaraz-Hernández, J.D.4    Garófano-Gómez, V.5
  • 30
    • 79952738981 scopus 로고    scopus 로고
    • Diel variation in stream fish habitat suitability criteria: implications for instream flow assessment
    • Davey A.J.H., Booker D.J., Kelly D.J. Diel variation in stream fish habitat suitability criteria: implications for instream flow assessment. Aquat. Conserv. Mar. Freshw. Ecosyst. 2011, 21:132-145.
    • (2011) Aquat. Conserv. Mar. Freshw. Ecosyst. , vol.21 , pp. 132-145
    • Davey, A.J.H.1    Booker, D.J.2    Kelly, D.J.3
  • 33
    • 33846500918 scopus 로고    scopus 로고
    • Phylogenetic overview of the genus Squalius (Actinopterygii, Cyprinidae) in the Iberian Peninsula, with description of two new species
    • Doadrio I., Carmona J.A. Phylogenetic overview of the genus Squalius (Actinopterygii, Cyprinidae) in the Iberian Peninsula, with description of two new species. Cybium 2006, 30(3):199-214.
    • (2006) Cybium , vol.30 , Issue.3 , pp. 199-214
    • Doadrio, I.1    Carmona, J.A.2
  • 35
    • 33750012330 scopus 로고    scopus 로고
    • Effects of sample survey design on the accuracy of classification tree models in species distribution models
    • Edwards T.C., Cutler D.R., Zimmermann N.E., Geiser L., Moisen G.G. Effects of sample survey design on the accuracy of classification tree models in species distribution models. Ecol. Model. 2006, 199(2):132-141.
    • (2006) Ecol. Model. , vol.199 , Issue.2 , pp. 132-141
    • Edwards, T.C.1    Cutler, D.R.2    Zimmermann, N.E.3    Geiser, L.4    Moisen, G.G.5
  • 36
    • 84987693809 scopus 로고    scopus 로고
    • MesoCASiMiR: new mapping method and comparison with other current approaches
    • Silkeborg, Denmark
    • Eisner A., Young C., Schneider M., Kopecki I. MesoCASiMiR: new mapping method and comparison with other current approaches. Final COST 626 Meeting 2005, 65-95. Silkeborg, Denmark.
    • (2005) Final COST 626 Meeting , pp. 65-95
    • Eisner, A.1    Young, C.2    Schneider, M.3    Kopecki, I.4
  • 37
    • 73949141293 scopus 로고    scopus 로고
    • Species distribution models: ecological explanation and prediction across Space and time
    • Elith J., Leathwick J.R. Species distribution models: ecological explanation and prediction across Space and time. Annu. Rev. Ecol. Evol. Syst. 2009, 40(1):677-697.
    • (2009) Annu. Rev. Ecol. Evol. Syst. , vol.40 , Issue.1 , pp. 677-697
    • Elith, J.1    Leathwick, J.R.2
  • 38
    • 67349136470 scopus 로고    scopus 로고
    • Gradient modeling of conifer species using random forests
    • Evans J., Cushman S. Gradient modeling of conifer species using random forests. Landsc. Ecol. 2009, 24(5):673-683.
    • (2009) Landsc. Ecol. , vol.24 , Issue.5 , pp. 673-683
    • Evans, J.1    Cushman, S.2
  • 43
    • 0344287736 scopus 로고    scopus 로고
    • Spawning migrations of the chub in the River Spree, Germany
    • Fredrich F., Ohmann S., Curio B., Kirschbaum F. Spawning migrations of the chub in the River Spree, Germany. J.Fish Biol. 2003, 63(3):710-723.
    • (2003) J.Fish Biol. , vol.63 , Issue.3 , pp. 710-723
    • Fredrich, F.1    Ohmann, S.2    Curio, B.3    Kirschbaum, F.4
  • 44
    • 84860256417 scopus 로고    scopus 로고
    • Evaluating effectiveness of down-sampling for stratified designs and unbalanced prevalence in Random Forest models of tree species distributions in Nevada
    • Freeman E.A., Moisen G.G., Frescino T.S. Evaluating effectiveness of down-sampling for stratified designs and unbalanced prevalence in Random Forest models of tree species distributions in Nevada. Ecol. Model. 2012, 233(0):1-10.
    • (2012) Ecol. Model. , vol.233 , Issue.0 , pp. 1-10
    • Freeman, E.A.1    Moisen, G.G.2    Frescino, T.S.3
  • 45
    • 84866553201 scopus 로고    scopus 로고
    • Abundance versus presence/absence data for modelling fish habitat preference with a genetic Takagi-Sugeno fuzzy system
    • Fukuda S., Mouton A., De Baets B. Abundance versus presence/absence data for modelling fish habitat preference with a genetic Takagi-Sugeno fuzzy system. Environ. Monit. Assess. 2012, 184(10):6159-6171.
    • (2012) Environ. Monit. Assess. , vol.184 , Issue.10 , pp. 6159-6171
    • Fukuda, S.1    Mouton, A.2    De Baets, B.3
  • 47
    • 0031393796 scopus 로고    scopus 로고
    • Composition and spatial organization of fish assemblages in the lower Guadiana basin, southern Iberia
    • Godinho F.N., Ferreira M.T., Cortes R.V. Composition and spatial organization of fish assemblages in the lower Guadiana basin, southern Iberia. Ecol. Freshw. Fish 1997, 6(3):134-143.
    • (1997) Ecol. Freshw. Fish , vol.6 , Issue.3 , pp. 134-143
    • Godinho, F.N.1    Ferreira, M.T.2    Cortes, R.V.3
  • 48
    • 14844324007 scopus 로고    scopus 로고
    • Variability in diet and foraging behaviour between sexes and ploidy forms of the hybridogenetic Squalius alburnoides complex (Cyprinidae) in the Guadiana River basin, Portugal
    • Gomes-Ferreira A., Ribeiro F., Moreira da Costa L., Cowx I.G., Collares-Pereira M.J. Variability in diet and foraging behaviour between sexes and ploidy forms of the hybridogenetic Squalius alburnoides complex (Cyprinidae) in the Guadiana River basin, Portugal. J.Fish Biol. 2005, 66(2):454-467.
    • (2005) J.Fish Biol. , vol.66 , Issue.2 , pp. 454-467
    • Gomes-Ferreira, A.1    Ribeiro, F.2    Moreira da Costa, L.3    Cowx, I.G.4    Collares-Pereira, M.J.5
  • 50
    • 79952415468 scopus 로고    scopus 로고
    • Ensemble modelling of species distribution: the effects of geographical and environmental ranges
    • Grenouillet G., Buisson L., Casajus N., Lek S. Ensemble modelling of species distribution: the effects of geographical and environmental ranges. Ecography 2011, 34(1):9-17.
    • (2011) Ecography , vol.34 , Issue.1 , pp. 9-17
    • Grenouillet, G.1    Buisson, L.2    Casajus, N.3    Lek, S.4
  • 51
    • 0028682663 scopus 로고
    • Microhabitat use by fish in the lower Rio Matarraña, Spain, 1984-1987
    • Grossman G.D., De Sostoa A. Microhabitat use by fish in the lower Rio Matarraña, Spain, 1984-1987. Ecol. Freshw. Fish 1994, 3(3):123-136.
    • (1994) Ecol. Freshw. Fish , vol.3 , Issue.3 , pp. 123-136
    • Grossman, G.D.1    De Sostoa, A.2
  • 53
    • 24344493920 scopus 로고    scopus 로고
    • Predicting species distribution: offering more than simple habitat models
    • Guisan A., Thuiller W. Predicting species distribution: offering more than simple habitat models. Ecol. Lett. 2005, 8(9):993-1009.
    • (2005) Ecol. Lett. , vol.8 , Issue.9 , pp. 993-1009
    • Guisan, A.1    Thuiller, W.2
  • 54
    • 0003684449 scopus 로고    scopus 로고
    • The Elements of Statistical Learning. Data Mining, Inference, and Prediction
    • Springer, New York, USA
    • Hastie T., Tibshirani R., Friedman J. The Elements of Statistical Learning. Data Mining, Inference, and Prediction. Springer Series in Statistics 2009, Springer, New York, USA. second ed.
    • (2009) Springer Series in Statistics
    • Hastie, T.1    Tibshirani, R.2    Friedman, J.3
  • 55
    • 78650676808 scopus 로고    scopus 로고
    • Variability of mesohabitat characteristics in riffle-pool reaches: testing an integrative evaluation concept (FGC) for MEM-application
    • Hauer C., Unfer G., Tritthart M., Formann E., Habersack H. Variability of mesohabitat characteristics in riffle-pool reaches: testing an integrative evaluation concept (FGC) for MEM-application. River Res. Appl. 2010, 10.1002/rra.1357.
    • (2010) River Res. Appl.
    • Hauer, C.1    Unfer, G.2    Tritthart, M.3    Formann, E.4    Habersack, H.5
  • 56
    • 77954625327 scopus 로고    scopus 로고
    • Predicting assemblages and species richness of endemic fish in the upper Yangtze River
    • He Y., Wang J., Lek-Ang S., Lek S. Predicting assemblages and species richness of endemic fish in the upper Yangtze River. Sci. Total Environ. 2010, 408(19):4211-4220.
    • (2010) Sci. Total Environ. , vol.408 , Issue.19 , pp. 4211-4220
    • He, Y.1    Wang, J.2    Lek-Ang, S.3    Lek, S.4
  • 57
    • 79953192620 scopus 로고    scopus 로고
    • Invasive species and habitat degradation in Iberian streams: an analysis of their role in freshwater fish diversity loss
    • Hermoso V., Clavero M., Blanco-Garrido F., Prenda J. Invasive species and habitat degradation in Iberian streams: an analysis of their role in freshwater fish diversity loss. Ecol. Appl. 2010, 21(1):175-188.
    • (2010) Ecol. Appl. , vol.21 , Issue.1 , pp. 175-188
    • Hermoso, V.1    Clavero, M.2    Blanco-Garrido, F.3    Prenda, J.4
  • 58
    • 80053312483 scopus 로고    scopus 로고
    • Reference vs. present-day condition: early planning decisions influence the achievement of conservation objectives
    • Hermoso V., Januchowski-Hartley S., Linke S., Possingham H.P. Reference vs. present-day condition: early planning decisions influence the achievement of conservation objectives. Aquat. Conserv. Mar. Freshw. Ecosyst. 2011, 21(6):500-509.
    • (2011) Aquat. Conserv. Mar. Freshw. Ecosyst. , vol.21 , Issue.6 , pp. 500-509
    • Hermoso, V.1    Januchowski-Hartley, S.2    Linke, S.3    Possingham, H.P.4
  • 59
    • 0037202454 scopus 로고    scopus 로고
    • Which is the optimal sampling strategy for habitat suitability modelling
    • Hirzel A., Guisan A. Which is the optimal sampling strategy for habitat suitability modelling. Ecol. Model. 2002, 157(2-3):331-341.
    • (2002) Ecol. Model. , vol.157 , Issue.2-3 , pp. 331-341
    • Hirzel, A.1    Guisan, A.2
  • 60
    • 24544463891 scopus 로고    scopus 로고
    • Habitat use by fish species in a Mediterranean temporary river: the importance of riffles
    • Utah State University, Salt Lake City, CD-ROM
    • Ilhéu M., Costa A.M., Bernardo J.M. Habitat use by fish species in a Mediterranean temporary river: the importance of riffles. Proceedings 3rd International Symposium on Ecohydraulics 1999, Utah State University, Salt Lake City, CD-ROM.
    • (1999) Proceedings 3rd International Symposium on Ecohydraulics
    • Ilhéu, M.1    Costa, A.M.2    Bernardo, J.M.3
  • 61
    • 0038037925 scopus 로고    scopus 로고
    • Snorkeling as an alternative to depletion electrofishing for assessing cutthroat trout and brown trout in stream pools
    • Joyce M.P., Hubert W.A. Snorkeling as an alternative to depletion electrofishing for assessing cutthroat trout and brown trout in stream pools. J.Freshw. Ecol. 2003, 18(2):215-222.
    • (2003) J.Freshw. Ecol. , vol.18 , Issue.2 , pp. 215-222
    • Joyce, M.P.1    Hubert, W.A.2
  • 62
    • 0032966134 scopus 로고    scopus 로고
    • Use of 'functional habitats' to link ecology with morphology and hydrology in river rehabilitation
    • Kemp J.L., Harper D.M., Crosa G.A. Use of 'functional habitats' to link ecology with morphology and hydrology in river rehabilitation. Aquat. Conserv. Mar. Freshw. Ecosyst. 1999, 9(1):159-178.
    • (1999) Aquat. Conserv. Mar. Freshw. Ecosyst. , vol.9 , Issue.1 , pp. 159-178
    • Kemp, J.L.1    Harper, D.M.2    Crosa, G.A.3
  • 65
    • 0345040873 scopus 로고    scopus 로고
    • Classification and regression by Random Forest
    • Liaw A., Wiener M. Classification and regression by Random Forest. R.News 2002, 2:18-22.
    • (2002) R.News , vol.2 , pp. 18-22
    • Liaw, A.1    Wiener, M.2
  • 66
    • 84874207878 scopus 로고    scopus 로고
    • Towards the conservation of freshwater fish: Iberian Rivers as an example of threats and management practices
    • Maceda-Veiga A. Towards the conservation of freshwater fish: Iberian Rivers as an example of threats and management practices. Rev. Fish Biol. Fish. 2012, 23(1):1-22.
    • (2012) Rev. Fish Biol. Fish. , vol.23 , Issue.1 , pp. 1-22
    • Maceda-Veiga, A.1
  • 67
    • 0036793565 scopus 로고    scopus 로고
    • Functional heterogeneity of dry-season fish refugia across a Mediterranean catchment: the role of habitat and predation
    • Magalhães M.F., Beja P., Canas C., Collares-Pereira M.J. Functional heterogeneity of dry-season fish refugia across a Mediterranean catchment: the role of habitat and predation. Freshw. Biol. 2002, 47(10):1919-1934.
    • (2002) Freshw. Biol. , vol.47 , Issue.10 , pp. 1919-1934
    • Magalhães, M.F.1    Beja, P.2    Canas, C.3    Collares-Pereira, M.J.4
  • 68
    • 33745719239 scopus 로고    scopus 로고
    • Improving generalized regression analysis for the spatial prediction of forest communities
    • Maggini R., Lehmann A., Zimmermann N.E., Guisan A. Improving generalized regression analysis for the spatial prediction of forest communities. J.Biogeogr. 2006, 33(10):1729-1749.
    • (2006) J.Biogeogr. , vol.33 , Issue.10 , pp. 1729-1749
    • Maggini, R.1    Lehmann, A.2    Zimmermann, N.E.3    Guisan, A.4
  • 69
    • 84863653617 scopus 로고    scopus 로고
    • Where are all the fish: potential of biogeographical Maps to project current and future distribution patterns of freshwater species
    • Markovic D., Freyhof J., Wolter C. Where are all the fish: potential of biogeographical Maps to project current and future distribution patterns of freshwater species. PLoS ONE 2012, 7(7):e40530.
    • (2012) PLoS ONE , vol.7 , Issue.7 , pp. e40530
    • Markovic, D.1    Freyhof, J.2    Wolter, C.3
  • 71
    • 84923151410 scopus 로고    scopus 로고
    • Aplicação da directiva-quadro da água: tipos de rios portugueses com base na ictiofauna
    • Associação Portuguesa dos Recursos Hídricos, Figueira da Foz, Portugal, A. Hídricos (Ed.)
    • Matono P., Iihéu M., Sousa L., Bernardo J.M., Formigo N., Ferreira M.T., de Almeida P.R., Cortes R. Aplicação da directiva-quadro da água: tipos de rios portugueses com base na ictiofauna. VIII Congresso da Água 2006, Associação Portuguesa dos Recursos Hídricos, Figueira da Foz, Portugal. A. Hídricos (Ed.).
    • (2006) VIII Congresso da Água
    • Matono, P.1    Iihéu, M.2    Sousa, L.3    Bernardo, J.M.4    Formigo, N.5    Ferreira, M.T.6    de Almeida, P.R.7    Cortes, R.8
  • 72
    • 77954027356 scopus 로고    scopus 로고
    • Ecological relevance of performance criteria for species distribution models
    • Mouton A.M., De Baets B., Goethals P.L.M. Ecological relevance of performance criteria for species distribution models. Ecol. Model. 2010, 221(16):1995-2002.
    • (2010) Ecol. Model. , vol.221 , Issue.16 , pp. 1995-2002
    • Mouton, A.M.1    De Baets, B.2    Goethals, P.L.M.3
  • 74
    • 74549225673 scopus 로고    scopus 로고
    • Quantifying Bufo boreas connectivity in Yellowstone National Park with landscape genetics
    • Murphy M.A., Evans J.S., Storfer A. Quantifying Bufo boreas connectivity in Yellowstone National Park with landscape genetics. Ecology 2010, 91(1):252-261.
    • (2010) Ecology , vol.91 , Issue.1 , pp. 252-261
    • Murphy, M.A.1    Evans, J.S.2    Storfer, A.3
  • 75
    • 84883384199 scopus 로고    scopus 로고
    • Acomparison of artificial neural networks and random forests to predict native fish species richness in Mediterranean rivers
    • Olaya-Marín E.J., Martinez-Capel F., Vezza P. Acomparison of artificial neural networks and random forests to predict native fish species richness in Mediterranean rivers. Knowl. Manag. Aquat. Ecosyst. 2013, 409(07):1-19.
    • (2013) Knowl. Manag. Aquat. Ecosyst. , vol.409 , Issue.7 , pp. 1-19
    • Olaya-Marín, E.J.1    Martinez-Capel, F.2    Vezza, P.3
  • 76
    • 49249102441 scopus 로고    scopus 로고
    • Machine learning methods without tears: a primer for ecologists
    • Olden J.D., Lawler J.J., Poff N.L. Machine learning methods without tears: a primer for ecologists. Q.Rev. Biol. 2008, 83(2):171-193.
    • (2008) Q.Rev. Biol. , vol.83 , Issue.2 , pp. 171-193
    • Olden, J.D.1    Lawler, J.J.2    Poff, N.L.3
  • 77
    • 0038379572 scopus 로고    scopus 로고
    • Habitat quality affects the condition of Barbus sclateri in Mediterranean semi-arid streams
    • Oliva-Paterna F., Miñnano P., Torralva M. Habitat quality affects the condition of Barbus sclateri in Mediterranean semi-arid streams. Environ. Biol. Fishes 2003, 67(1):13-22.
    • (2003) Environ. Biol. Fishes , vol.67 , Issue.1 , pp. 13-22
    • Oliva-Paterna, F.1    Miñnano, P.2    Torralva, M.3
  • 78
    • 36348997563 scopus 로고    scopus 로고
    • The MesoHABSIM model revisited
    • Parasiewicz P. The MesoHABSIM model revisited. River Res. Appl. 2007, 23(8):893-903.
    • (2007) River Res. Appl. , vol.23 , Issue.8 , pp. 893-903
    • Parasiewicz, P.1
  • 80
    • 0033831709 scopus 로고    scopus 로고
    • Evaluating the predictive performance of habitat models developed using logistic regression
    • Pearce J., Ferrier S. Evaluating the predictive performance of habitat models developed using logistic regression. Ecol. Model. 2000, 133(3):225-245.
    • (2000) Ecol. Model. , vol.133 , Issue.3 , pp. 225-245
    • Pearce, J.1    Ferrier, S.2
  • 81
    • 0007138411 scopus 로고    scopus 로고
    • Life history strategy of Leuciscus pyrenaicus (Cyprinidae) in intermittent streams of the Guadiana basin (Portugal)
    • Pires A.M., Cowx I.G., Coelho M.M. Life history strategy of Leuciscus pyrenaicus (Cyprinidae) in intermittent streams of the Guadiana basin (Portugal). Cybium 2000, 24(3):287-297.
    • (2000) Cybium , vol.24 , Issue.3 , pp. 287-297
    • Pires, A.M.1    Cowx, I.G.2    Coelho, M.M.3
  • 82
    • 78650064096 scopus 로고    scopus 로고
    • Understanding what controls the spatial distribution of fish populations using a multi-model approach
    • Planque B., Loots C., Petitgas P., LindstrøM U.L.F., Vaz S. Understanding what controls the spatial distribution of fish populations using a multi-model approach. Fish. Oceanogr. 2011, 20(1):1-17.
    • (2011) Fish. Oceanogr. , vol.20 , Issue.1 , pp. 1-17
    • Planque, B.1    Loots, C.2    Petitgas, P.3    LindstrøM, U.L.F.4    Vaz, S.5
  • 83
    • 0141676308 scopus 로고    scopus 로고
    • Assessing the habitat requirements of stream Fishes: an overview and evaluation of different approaches
    • Rosenfeld J. Assessing the habitat requirements of stream Fishes: an overview and evaluation of different approaches. Trans. Am. Fish. Soc. 2003, 132(5):953-968.
    • (2003) Trans. Am. Fish. Soc. , vol.132 , Issue.5 , pp. 953-968
    • Rosenfeld, J.1
  • 84
    • 4344646325 scopus 로고    scopus 로고
    • Microhabitat use by Iberian nase Chondrostoma polylepis and Iberian chub Squalius carolitertii in three small streams, north-west Portugal
    • Santos J.M., Godinho F.N., Ferreira M.T. Microhabitat use by Iberian nase Chondrostoma polylepis and Iberian chub Squalius carolitertii in three small streams, north-west Portugal. Ecol. Freshw. Fish 2004, 13(3):223-230.
    • (2004) Ecol. Freshw. Fish , vol.13 , Issue.3 , pp. 223-230
    • Santos, J.M.1    Godinho, F.N.2    Ferreira, M.T.3
  • 85
    • 0000439496 scopus 로고
    • Use of underwater observations to estimate cutthroat Trout abundance in the Yellowstone river
    • Schill D.J., Griffith J.S. Use of underwater observations to estimate cutthroat Trout abundance in the Yellowstone river. N.Am. J. Fish. Manag. 1984, 4(4B):479-487.
    • (1984) N.Am. J. Fish. Manag. , vol.4 , Issue.4 B , pp. 479-487
    • Schill, D.J.1    Griffith, J.S.2
  • 86
    • 70649114623 scopus 로고    scopus 로고
    • Navigating Random Forests and related advances in algorithmic modeling
    • Siroky D.S. Navigating Random Forests and related advances in algorithmic modeling. Stat. Surv. 2009, 3:147-163.
    • (2009) Stat. Surv. , vol.3 , pp. 147-163
    • Siroky, D.S.1
  • 88
    • 0036468622 scopus 로고    scopus 로고
    • Effects of sample size on accuracy of species distribution models
    • Stockwell D.R.B., Peterson A.T. Effects of sample size on accuracy of species distribution models. Ecol. Model. 2002, 148(1):1-13.
    • (2002) Ecol. Model. , vol.148 , Issue.1 , pp. 1-13
    • Stockwell, D.R.B.1    Peterson, A.T.2
  • 89
    • 85031412416 scopus 로고    scopus 로고
    • Freshwater biodiversity conservation: recent progress and future challenges
    • Strayer D.L., Dudgeon D. Freshwater biodiversity conservation: recent progress and future challenges. J.N. Am. Benthol. Soc. 2010, 29(1):344-358.
    • (2010) J.N. Am. Benthol. Soc. , vol.29 , Issue.1 , pp. 344-358
    • Strayer, D.L.1    Dudgeon, D.2
  • 91
    • 0345548657 scopus 로고    scopus 로고
    • Random Forest:- a classification and regression tool for compound classification and QSAR modeling
    • Svetnik V., Liaw A., Tong C., Culberson J.C., Sheridan R.P., Feuston B.P. Random Forest:s a classification and regression tool for compound classification and QSAR modeling. J.Chem. Inf. Comput. Sci. 2003, 43(6):1947-1958.
    • (2003) J.Chem. Inf. Comput. Sci. , vol.43 , Issue.6 , pp. 1947-1958
    • Svetnik, V.1    Liaw, A.2    Tong, C.3    Culberson, J.C.4    Sheridan, R.P.5    Feuston, B.P.6
  • 92
    • 77953789319 scopus 로고    scopus 로고
    • Effects of discharge and local density on the growth of juvenile Atlantic salmon Salmo salar
    • Teichert M.A.K., Kvingedal E., Forseth T., Ugedal O., Finstad A.G. Effects of discharge and local density on the growth of juvenile Atlantic salmon Salmo salar. J.Fish Biol. 2010, 76(7):1751-1769.
    • (2010) J.Fish Biol. , vol.76 , Issue.7 , pp. 1751-1769
    • Teichert, M.A.K.1    Kvingedal, E.2    Forseth, T.3    Ugedal, O.4    Finstad, A.G.5
  • 93
    • 0030319719 scopus 로고    scopus 로고
    • Feeding relations among cyprinids in the Lozoya river (Madrid, Central Spain)
    • Valladolid M., Przybylski M. Feeding relations among cyprinids in the Lozoya river (Madrid, Central Spain). Pol. Arch. Hydrobiol. 1996, 43:213-223.
    • (1996) Pol. Arch. Hydrobiol. , vol.43 , pp. 213-223
    • Valladolid, M.1    Przybylski, M.2
  • 94
    • 28244501239 scopus 로고    scopus 로고
    • The continuing challenges of testing species distribution models
    • Vaughan I.P., Ormerod S.J. The continuing challenges of testing species distribution models. J.Appl. Ecol. 2005, 42(4):720-730.
    • (2005) J.Appl. Ecol. , vol.42 , Issue.4 , pp. 720-730
    • Vaughan, I.P.1    Ormerod, S.J.2
  • 95
  • 96
    • 84891659727 scopus 로고    scopus 로고
    • Modelling habitat requirements of bullhead (Cottus gobio) in alpine streams
    • Vezza P., Parasiewicz P., Calles O., Spairani M., Comoglio C. Modelling habitat requirements of bullhead (Cottus gobio) in alpine streams. Aquat. Sci. 2014, 76(1):1-15.
    • (2014) Aquat. Sci. , vol.76 , Issue.1 , pp. 1-15
    • Vezza, P.1    Parasiewicz, P.2    Calles, O.3    Spairani, M.4    Comoglio, C.5
  • 97
    • 84903514890 scopus 로고    scopus 로고
    • Habitat modelling in high gradient streams: the meso-scale approach and application
    • Vezza P., Parasiewicz P., Spairani M., Comoglio C. Habitat modelling in high gradient streams: the meso-scale approach and application. Ecol. Appl. 2014, 24(4):844-861.
    • (2014) Ecol. Appl. , vol.24 , Issue.4 , pp. 844-861
    • Vezza, P.1    Parasiewicz, P.2    Spairani, M.3    Comoglio, C.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.