메뉴 건너뛰기




Volumn 59, Issue 7, 2012, Pages 1465-1481

Focused identification of germplasm strategy (FIGS) detects wheat stem rust resistance linked to environmental variables

Author keywords

Focused identification of germplasm strategy; Geographic information systems; Learning based modeling techniques; Receiver operating characteristics; Wheat stem rust

Indexed keywords

DETECTION METHOD; DISEASE RESISTANCE; ECOLOGICAL MODELING; FUNGAL DISEASE; GENETIC VARIATION; GERMPLASM; GIS; IDENTIFICATION METHOD; NONLINEARITY; WHEAT;

EID: 84866470027     PISSN: 09259864     EISSN: None     Source Type: Journal    
DOI: 10.1007/s10722-011-9775-5     Document Type: Article
Times cited : (73)

References (95)
  • 1
    • 76349111180 scopus 로고    scopus 로고
    • Partial least squares regression and projection on latent structure regression (PLS regression)
    • doi:10.1002/wics.51
    • Abdi H (2010) Partial least squares regression and projection on latent structure regression (PLS regression). Wiley Interdiscip Rev Comput Stat 2(1): 97-106. doi: 10. 1002/wics. 51.
    • (2010) Wiley Interdiscip Rev Comput Stat , vol.2 , Issue.1 , pp. 97-106
    • Abdi, H.1
  • 2
    • 32444433406 scopus 로고    scopus 로고
    • Using principal components for estimating logistic regression with high-dimensional multicollinear data
    • Aguilera AM, Escabias M, Valderrama MJ (2006) Using principal components for estimating logistic regression with high-dimensional multicollinear data. Comput Stat Data Anal 50: 1905-1924.
    • (2006) Comput Stat Data Anal , vol.50 , pp. 1905-1924
    • Aguilera, A.M.1    Escabias, M.2    Valderrama, M.J.3
  • 3
    • 34547209154 scopus 로고    scopus 로고
    • Bioclimatic modeling, morphology, and behavior reveal alternative mechanisms regulating the distributions of two parapatric salamander species
    • Arif S, Adams DC, Wicknick JA (2007) Bioclimatic modeling, morphology, and behavior reveal alternative mechanisms regulating the distributions of two parapatric salamander species. Evol Ecol Res 9: 843-854.
    • (2007) Evol Ecol Res , vol.9 , pp. 843-854
    • Arif, S.1    Adams, D.C.2    Wicknick, J.A.3
  • 7
    • 0004459928 scopus 로고
    • A guide to using the collinearity diagnostics
    • Belsley DA (1991) A guide to using the collinearity diagnostics. Comput Sci Econ Manag 4: 33-50.
    • (1991) Comput Sci Econ Manag , vol.4 , pp. 33-50
    • Belsley, D.A.1
  • 8
    • 77952177701 scopus 로고    scopus 로고
    • Wheat gene bank accessions as a source of new alleles of the powdery mildew resistance gene Pm3: a large scale allele mining project
    • doi:10.1186/1471-2229-10-88
    • Bhullar NK, Zhang Z, Wicker T, Keller B (2009) Wheat gene bank accessions as a source of new alleles of the powdery mildew resistance gene Pm3: a large scale allele mining project. BMC Plant Biol 10: 88. doi: 10. 1186/1471-2229-10-88.
    • (2010) BMC Plant Biol , vol.10 , pp. 88
    • Bhullar, N.K.1    Zhang, Z.2    Wicker, T.3    Keller, B.4
  • 9
    • 22844447548 scopus 로고    scopus 로고
    • Disease and insect resistance in cultivated barley accessions from the USDA national small grains collection
    • Bonman JM, Bockelman HE, Jackson LF, Steffenson BJ (2005) Disease and insect resistance in cultivated barley accessions from the USDA national small grains collection. Crop Sci 45: 1271-1280.
    • (2005) Crop Sci , vol.45 , pp. 1271-1280
    • Bonman, J.M.1    Bockelman, H.E.2    Jackson, L.F.3    Steffenson, B.J.4
  • 10
  • 12
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman L (2001) Random forests. Mach Learn 45(1): 5-32.
    • (2001) Mach Learn , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 13
    • 0037965268 scopus 로고    scopus 로고
    • Implementing core collections principles, procedures, progress, problems and promise
    • R. C. Johnson and T. Hodgkin (Eds.), Rome: International Plant Genetic Resources Institute
    • Brown AHD, Spillane C (1999) Implementing core collections principles, procedures, progress, problems and promise. In: Johnson RC, Hodgkin T (eds) Core collections for today and tomorrow. International Plant Genetic Resources Institute, Rome, pp 1-9.
    • (1999) Core Collections for Today and Tomorrow , pp. 1-9
    • Brown, A.H.D.1    Spillane, C.2
  • 14
    • 77958065203 scopus 로고    scopus 로고
    • Why does phenology drive species distribution?
    • Chuine I (2010) Why does phenology drive species distribution? Phil Trans R Soc B 365: 3149-3160.
    • (2010) Phil Trans R Soc B , vol.365 , pp. 3149-3160
    • Chuine, I.1
  • 15
    • 33646509051 scopus 로고    scopus 로고
    • CIMMYT An Assessment of race ug99 in Kenya and Ethiopia and the potential for impact in neighbouring regions and beyond. Resource Document. Accessed 17 Feb 2011
    • CIMMYT (2005) Sounding the alarm on global stem rust. An Assessment of race ug99 in Kenya and Ethiopia and the potential for impact in neighbouring regions and beyond. Resource Document. Accessed 17 Feb 2011. http://www. globalrust. org/db/attachments/about/2/1/Sounding%20the%20Alarm%20on%20Global%20Stem%20Rust. pdf.
    • (2005) Sounding the alarm on global stem rust
  • 16
    • 34249753618 scopus 로고
    • Support-vector networks
    • doi:10.1007/BF00994018
    • Cortes C, Vapnik V (1995) Support-vector networks. Mach Learn 20(3): 273-297. doi: 10. 1007/BF00994018.
    • (1995) Mach Learn , vol.20 , Issue.3 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 17
    • 1542438905 scopus 로고    scopus 로고
    • Patterns in the species-environment relationship depend on both scale and choice of response variable
    • Cushman SA, McGarigal K (2004) Patterns in the species-environment relationship depend on both scale and choice of response variable. Oikos 105: 117-124.
    • (2004) Oikos , vol.105 , pp. 117-124
    • Cushman, S.A.1    McGarigal, K.2
  • 19
    • 18144443866 scopus 로고    scopus 로고
    • Agrometeorological aspects of agriculture and forestry in the arid zones
    • De Pauw E, Goebel W, Adam H (2000) Agrometeorological aspects of agriculture and forestry in the arid zones. Agric Forest Meteorol 103: 43-58.
    • (2000) Agric Forest Meteorol , vol.103 , pp. 43-58
    • de Pauw, E.1    Goebel, W.2    Adam, H.3
  • 21
    • 20744452472 scopus 로고    scopus 로고
    • Classification using generalized partial least squares
    • Ding BY, Gentleman R (2005) Classification using generalized partial least squares. J Comput Graphical Stat 14(2): 280-298.
    • (2005) J Comput Graphical Stat , vol.14 , Issue.2 , pp. 280-298
    • Ding, B.Y.1    Gentleman, R.2
  • 22
    • 0345510841 scopus 로고
    • Evaluation of sources of resistance
    • O. H. Frankel and J. D. Hawkes (Eds.), Cambridge: Cambridge University Press
    • Dinoor A (1975) Evaluation of sources of resistance. In: Frankel OH, Hawkes JD (eds) Crop genetic resources for today and tomorrow. Cambridge University Press, Cambridge, pp 201-210.
    • (1975) Crop Genetic Resources for Today and Tomorrow , pp. 201-210
    • Dinoor, A.1
  • 23
    • 33646552697 scopus 로고    scopus 로고
    • Modelling ecological niches with support vector machines
    • Drake JM, Randin C, Guisan A (2006) Modelling ecological niches with support vector machines. J Appl Ecol 43: 424-432.
    • (2006) J Appl Ecol , vol.43 , pp. 424-432
    • Drake, J.M.1    Randin, C.2    Guisan, A.3
  • 25
    • 0034954385 scopus 로고    scopus 로고
    • Functional evolutionary genetics and plant adaptation linking phenotype and genotype
    • Eckardt NA (2001) Functional evolutionary genetics and plant adaptation linking phenotype and genotype. Plant Cell 13(6): 1249-1254.
    • (2001) Plant Cell , vol.13 , Issue.6 , pp. 1249-1254
    • Eckardt, N.A.1
  • 26
    • 70450267736 scopus 로고    scopus 로고
    • Sources of wheat resistance to Sunn pest, Eurygaster integriceps Puton, in Syria
    • El-Bouhssini M, Street K, Joubi A, Ibrahim Z, Rihawi F (2009) Sources of wheat resistance to Sunn pest, Eurygaster integriceps Puton, in Syria. Genet Resour Crop Evol 56(8): 1065-1069.
    • (2009) Genet Resour Crop Evol , vol.56 , Issue.8 , pp. 1065-1069
    • El-Bouhssini, M.1    Street, K.2    Joubi, A.3    Ibrahim, Z.4    Rihawi, F.5
  • 27
    • 79251513652 scopus 로고    scopus 로고
    • Sources of resistance in bread wheat to Russian wheat aphid (Diuraphis noxia) in Syria identified using the focused identification of germplasm strategy (FIGS)
    • El-Bouhssini M, Street K, Amri A, Mackay M, Ogbonnaya FC, Omran A, Abdalla O, Baum M, Dabbous A, Rihawi F (2010) Sources of resistance in bread wheat to Russian wheat aphid (Diuraphis noxia) in Syria identified using the focused identification of germplasm strategy (FIGS). Plant Breed 130: 96-97.
    • (2010) Plant Breed , vol.130 , pp. 96-97
    • El-Bouhssini, M.1    Street, K.2    Amri, A.3    Mackay, M.4    Ogbonnaya, F.C.5    Omran, A.6    Abdalla, O.7    Baum, M.8    Dabbous, A.9    Rihawi, F.10
  • 28
    • 78650157235 scopus 로고    scopus 로고
    • Predictive association between trait data and ecogeographic data for Nordic barley landraces
    • doi:10.2135/cropsci2010.03.0174
    • Endresen DTF (2010) Predictive association between trait data and ecogeographic data for Nordic barley landraces. Crop Sci 50(6): 2418-2430. doi: 10. 2135/cropsci2010. 03. 0174.
    • (2010) Crop Sci , vol.50 , Issue.6 , pp. 2418-2430
    • Endresen, D.T.F.1
  • 29
    • 79961201902 scopus 로고    scopus 로고
    • Predictive association between biotic stress traits and ecogeographic data for wheat and barley landraces
    • Endresen DTF, Street K, Mackay M, Bari A, De Pauw E (2011) Predictive association between biotic stress traits and ecogeographic data for wheat and barley landraces. Crop Sci 51: 2036-2055.
    • (2011) Crop Sci , vol.51 , pp. 2036-2055
    • Endresen, D.T.F.1    Street, K.2    Mackay, M.3    Bari, A.4    de Pauw, E.5
  • 30
    • 0025214357 scopus 로고
    • Spatial autocorrelation of genotypes under directional selection
    • Epperson BK (1990) Spatial autocorrelation of genotypes under directional selection. Genetics 124(3): 757-771.
    • (1990) Genetics , vol.124 , Issue.3 , pp. 757-771
    • Epperson, B.K.1
  • 31
    • 33646023117 scopus 로고    scopus 로고
    • An introduction to ROC analysis
    • doi:10.1016/j.patrec.2005.10.010
    • Fawcett T (2006) An introduction to ROC analysis. Pattern Recogn Lett 27: 861-874. doi: 10. 1016/j. patrec. 2005. 10. 010.
    • (2006) Pattern Recogn Lett , vol.27 , pp. 861-874
    • Fawcett, T.1
  • 32
    • 2942676296 scopus 로고    scopus 로고
    • Statistical concepts
    • M. Berthold and D. J. Hand (Eds.), Berlin: Springer
    • Feelders AJ (1999) Statistical concepts. In: Berthold M, Hand DJ (eds) Intelligent data analysis: an Introduction. Springer, Berlin, pp 15-66.
    • (1999) Intelligent Data Analysis: An Introduction , pp. 15-66
    • Feelders, A.J.1
  • 33
    • 79955144934 scopus 로고    scopus 로고
    • Histological and initial molecular analysis of Ug99, the new Sr31-breaking race of the wheat stem rust fungus threatening global wheat production
    • Fehser S, Beike U, Stoveken J, Pretorius ZA, van der Westhuizen A, Moersbacher B (2010) Histological and initial molecular analysis of Ug99, the new Sr31-breaking race of the wheat stem rust fungus threatening global wheat production. J Plant Pathology 92(3): 709-720.
    • (2010) J Plant Pathology , vol.92 , Issue.3 , pp. 709-720
    • Fehser, S.1    Beike, U.2    Stoveken, J.3    Pretorius, Z.A.4    van der Westhuizen, A.5    Moersbacher, B.6
  • 34
    • 48149105984 scopus 로고    scopus 로고
    • A comparison of the performance of threshold criteria for binary classification in terms of predicted prevalence and kappa
    • Freeman EA, Moisen GG (2008) A comparison of the performance of threshold criteria for binary classification in terms of predicted prevalence and kappa. Ecol Model 217: 48-58.
    • (2008) Ecol Model , vol.217 , pp. 48-58
    • Freeman, E.A.1    Moisen, G.G.2
  • 35
    • 33749526171 scopus 로고    scopus 로고
    • Plant genetic resources conservation and utilization: the accomplishments and future of a societal insurance policy
    • Gepts P (2006) Plant genetic resources conservation and utilization: the accomplishments and future of a societal insurance policy. Crop Sci 46: 2278-2292.
    • (2006) Crop Sci , vol.46 , pp. 2278-2292
    • Gepts, P.1
  • 38
    • 0004604082 scopus 로고    scopus 로고
    • Searching an ex situ collection of wheat genetic resources
    • Gollin D, Smale M, Skovmand B (2000) Searching an ex situ collection of wheat genetic resources. Am J Agric Econ 82(4): 812-827.
    • (2000) Am J Agric Econ , vol.82 , Issue.4 , pp. 812-827
    • Gollin, D.1    Smale, M.2    Skovmand, B.3
  • 39
    • 9644281091 scopus 로고    scopus 로고
    • Support vector machines for predicting distribution of Sudden oak death in California
    • Guo Q, Kelly M, Graham CH (2004) Support vector machines for predicting distribution of Sudden oak death in California. Ecol Model 182(1): 75-90.
    • (2004) Ecol Model , vol.182 , Issue.1 , pp. 75-90
    • Guo, Q.1    Kelly, M.2    Graham, C.H.3
  • 40
    • 79951765835 scopus 로고    scopus 로고
    • Environmental heterogeneity and spatiotemporal variability in plant defense traits
    • doi:10.1111/j.1600-0706.2010.18679.x
    • Hakes AS, Cronin JT (2011) Environmental heterogeneity and spatiotemporal variability in plant defense traits. Oikos 120: 452-462. doi: 10. 1111/j. 1600-0706. 2010. 18679. x.
    • (2011) Oikos , vol.120 , pp. 452-462
    • Hakes, A.S.1    Cronin, J.T.2
  • 41
    • 77955518388 scopus 로고    scopus 로고
    • Predictive performance of plant species distribution models depends on species traits
    • doi:10.1016/j.ppees.2010.04.002
    • Hanspach J, Kühn I, Pompe S, Klotz S (2010) Predictive performance of plant species distribution models depends on species traits. Perspect Plant Ecol Evol Syst 12(3): 219-225. doi: 10. 1016/j. ppees. 2010. 04. 002.
    • (2010) Perspect Plant Ecol Evol Syst , vol.12 , Issue.3 , pp. 219-225
    • Hanspach, J.1    Kühn, I.2    Pompe, S.3    Klotz, S.4
  • 42
    • 33750352002 scopus 로고    scopus 로고
    • The effect of sample size and species characteristics on performance of different species distribution modeling methods
    • Hernandez PA, Graham CH, Master LL, Albert DL (2006) The effect of sample size and species characteristics on performance of different species distribution modeling methods. Ecography 29: 773-785.
    • (2006) Ecography , vol.29 , pp. 773-785
    • Hernandez, P.A.1    Graham, C.H.2    Master, L.L.3    Albert, D.L.4
  • 43
    • 85030245707 scopus 로고    scopus 로고
    • Use of GIS applications to combat the threat of emerging virulent wheat stem rust races
    • A. Sharon (Ed.), Boca Raton: Clay CRC Press
    • Hodson D, DePauw E (2011) Use of GIS applications to combat the threat of emerging virulent wheat stem rust races. In: Sharon A (ed) GIS applications in agriculture, vol 3. Clay CRC Press, Boca Raton, pp 129-157.
    • (2011) GIS Applications in Agriculture , vol.3 , pp. 129-157
    • Hodson, D.1    DePauw, E.2
  • 44
    • 0029502915 scopus 로고
    • Interpolating mean rainfall using thin plate smoothing splines
    • Hutchinson MF (1995) Interpolating mean rainfall using thin plate smoothing splines. Int J Geogr Inf Syst 9: 385-403.
    • (1995) Int J Geogr Inf Syst , vol.9 , pp. 385-403
    • Hutchinson, M.F.1
  • 47
    • 45749127819 scopus 로고    scopus 로고
    • Usefulness of bioclimatic models for studying climate change and invasive species
    • Jeschke JM, Strayer DL (2008) Usefulness of bioclimatic models for studying climate change and invasive species. Ann N Y Acad Sci 1134: 1-24.
    • (2008) Ann N Y Acad Sci , vol.1134 , pp. 1-24
    • Jeschke, J.M.1    Strayer, D.L.2
  • 48
    • 77957679397 scopus 로고    scopus 로고
    • Classification in conservation biology: a comparison of five machine-learning methods
    • Kampichler C, Wieland R, Calmé S, Weissenberger H, Arriaga-Weiss S (2010) Classification in conservation biology: a comparison of five machine-learning methods. Ecol Inform 5(6): 441-450.
    • (2010) Ecol Inform , vol.5 , Issue.6 , pp. 441-450
    • Kampichler, C.1    Wieland, R.2    Calmé, S.3    Weissenberger, H.4    Arriaga-Weiss, S.5
  • 50
    • 20444497338 scopus 로고    scopus 로고
    • Tracking wheat rust on a continental scale
    • Kolmer JA (2005) Tracking wheat rust on a continental scale. Curr Opin Plant Biol 8(4): 441-449.
    • (2005) Curr Opin Plant Biol , vol.8 , Issue.4 , pp. 441-449
    • Kolmer, J.A.1
  • 51
    • 0033662938 scopus 로고    scopus 로고
    • The optimal timing of evaluation of genebank accessions and the effects of biotechnology
    • Koo B, Wright BD (2000) The optimal timing of evaluation of genebank accessions and the effects of biotechnology. Am J Agric Econ 82(4): 797-811.
    • (2000) Am J Agric Econ , vol.82 , Issue.4 , pp. 797-811
    • Koo, B.1    Wright, B.D.2
  • 52
    • 56249113343 scopus 로고    scopus 로고
    • Building predictive models in R using the caret package
    • Kuhn M (2008) Building predictive models in R using the caret package. J Stat Softw 28(5).
    • (2008) J Stat Softw , vol.28 , Issue.5
    • Kuhn, M.1
  • 53
    • 0017360990 scopus 로고
    • The measurement of observer agreement for categorical data
    • Landis JR, Koch GG (1977) The measurement of observer agreement for categorical data. Biometrics 33(1): 159-174.
    • (1977) Biometrics , vol.33 , Issue.1 , pp. 159-174
    • Landis, J.R.1    Koch, G.G.2
  • 54
    • 17644407758 scopus 로고    scopus 로고
    • Stem rust of small grains and grasses caused by Puccinia graminis
    • Leonard KJ, Szabo LJ (2005) Stem rust of small grains and grasses caused by Puccinia graminis. Mol Plant Pathol 6: 99-111.
    • (2005) Mol Plant Pathol , vol.6 , pp. 99-111
    • Leonard, K.J.1    Szabo, L.J.2
  • 56
    • 0005624955 scopus 로고
    • Strategic planning for effective evaluation of plant germplasm
    • J. P. Srivastava and A. B. Damania (Eds.), Chichester: Wiley
    • Mackay MC (1990) Strategic planning for effective evaluation of plant germplasm. In: Srivastava JP, Damania AB (eds) Wheat genetic resources: meeting diverse needs. Wiley, Chichester, pp 21-25.
    • (1990) Wheat Genetic Resources: Meeting Diverse Needs , pp. 21-25
    • Mackay, M.C.1
  • 57
    • 0006772327 scopus 로고
    • One core collection or many?
    • T. Hodgkin, A. H. D. Brown, T. J. L. HintumVan, and A. A. V. Morales (Eds.), Chichester: Wiley
    • Mackay MC (1995) One core collection or many? In: Hodgkin T, Brown AHD, van Hintum TJL, Morales AAV (eds) Core collections of plant genetic resources. Wiley, Chichester, pp 199-210.
    • (1995) Core Collections of Plant Genetic Resources , pp. 199-210
    • Mackay, M.C.1
  • 63
    • 33846829987 scopus 로고    scopus 로고
    • The pls package: principal component and partial least squares regression
    • Mevik BH, Wehrens R (2006) The pls package: principal component and partial least squares regression. J Stat Softw 18(2): 1-24.
    • (2006) J Stat Softw , vol.18 , Issue.2 , pp. 1-24
    • Mevik, B.H.1    Wehrens, R.2
  • 64
    • 84892669795 scopus 로고    scopus 로고
    • Improving your data transformations: applying Box-Cox transformations as a best practice
    • Osborne JW (2010) Improving your data transformations: applying Box-Cox transformations as a best practice. Pract Assess Res Eval 15(12): 1-9.
    • (2010) Pract Assess Res Eval , vol.15 , Issue.12 , pp. 1-9
    • Osborne, J.W.1
  • 65
  • 66
    • 70249133649 scopus 로고    scopus 로고
    • Relative climatic, edaphic and management controls of plant functional trait signatures
    • VISTA consortium
    • Pakeman R, Leps J, Kleyer M, Lavorel S, Garnier E, VISTA consortium (2009) Relative climatic, edaphic and management controls of plant functional trait signatures. J Veg Sci 20: 148-159.
    • (2009) J Veg Sci , vol.20 , pp. 148-159
    • Pakeman, R.1    Leps, J.2    Kleyer, M.3    Lavorel, S.4    Garnier, E.5
  • 67
    • 77957573180 scopus 로고    scopus 로고
    • Extracting samples of high diversity from thematic collections of large gene banks using a genetic-distance based approach
    • Pessoa-Filho M, Rangel PHN, Ferreira ME (2010) Extracting samples of high diversity from thematic collections of large gene banks using a genetic-distance based approach. BMC Plant Biol 10: 127.
    • (2010) BMC Plant Biol , vol.10 , pp. 127
    • Pessoa-Filho, M.1    Rangel, P.H.N.2    Ferreira, M.E.3
  • 68
    • 1342312225 scopus 로고    scopus 로고
    • A comparison of ordinary least squares and logistic regression
    • Pohlmann JT, Leitner DW (2003) A comparison of ordinary least squares and logistic regression. Ohio J Sci 103(5): 118-125.
    • (2003) Ohio J Sci , vol.103 , Issue.5 , pp. 118-125
    • Pohlmann, J.T.1    Leitner, D.W.2
  • 69
    • 14744272059 scopus 로고    scopus 로고
    • Diversity analysis and core collection formation in Bari faba bean germplasm
    • Polignano GB, Uggenti P, Scippa G (2001) Diversity analysis and core collection formation in Bari faba bean germplasm. FOA/Bioversity PGR Newsl 125: 33-38.
    • (2001) FOA/Bioversity PGR Newsl , vol.125 , pp. 33-38
    • Polignano, G.B.1    Uggenti, P.2    Scippa, G.3
  • 70
    • 33645330972 scopus 로고    scopus 로고
    • Newer classification and regression tree techniques: bagging and random forests for ecological prediction
    • Prasad AM, Iverson LR, Liaw A (2006) Newer classification and regression tree techniques: bagging and random forests for ecological prediction. Ecosystems 9: 181-199.
    • (2006) Ecosystems , vol.9 , pp. 181-199
    • Prasad, A.M.1    Iverson, L.R.2    Liaw, A.3
  • 72
    • 0002077092 scopus 로고
    • Sampling germplasm in a center of diversity: an example of disease resistance in Ethiopian Barley
    • H. Frankel and J. D. Hawkes (Eds.), Cambridge: Cambridge University Press
    • Qualset CO (1975) Sampling germplasm in a center of diversity: an example of disease resistance in Ethiopian Barley. In: Frankel H, Hawkes JD (eds) Crop genetic resources today and tomorrow. Cambridge University Press, Cambridge, pp 81-96.
    • (1975) Crop Genetic Resources Today and Tomorrow , pp. 81-96
    • Qualset, C.O.1
  • 73
    • 79961135005 scopus 로고    scopus 로고
    • R foundation for statistical computing, Vienna. ISBN: 3-900051-07-0 R Development Core Team
    • R Development Core Team (2011) R: a language and environment for statistical computing. R foundation for statistical computing, Vienna. ISBN: 3-900051-07-0.
    • (2011) R: A language and environment for statistical computing
  • 75
    • 3843148219 scopus 로고    scopus 로고
    • Neural networks
    • M. Berthold and D. J. Hand (Eds.), Berlin: Springer
    • Silipo R (1999) Neural networks. In: Berthold M, Hand DJ (eds) Intelligent data analysis: an Introduction. Springer, Berlin, pp 217-268.
    • (1999) Intelligent Data Analysis: An Introduction , pp. 217-268
    • Silipo, R.1
  • 76
    • 0005685228 scopus 로고
    • Environmental heterogeneity: a problem of contradictory selection pressures, gene flow, and local polymorphism
    • Spieth PT (1979) Environmental heterogeneity: a problem of contradictory selection pressures, gene flow, and local polymorphism. Am Nat 113(2): 247-260.
    • (1979) Am Nat , vol.113 , Issue.2 , pp. 247-260
    • Spieth, P.T.1
  • 77
    • 67849088729 scopus 로고    scopus 로고
    • Tests of taxonomic and biogeographic predictivity: resistance to disease and insect pests in wild relatives of cultivated potato
    • Spooner DM, Jansky SH, Simon R (2009) Tests of taxonomic and biogeographic predictivity: resistance to disease and insect pests in wild relatives of cultivated potato. Crop Sci 49: 1367-1376.
    • (2009) Crop Sci , vol.49 , pp. 1367-1376
    • Spooner, D.M.1    Jansky, S.H.2    Simon, R.3
  • 80
    • 72449170109 scopus 로고    scopus 로고
    • An introduction to recursive partitioning: rationale, application, and characteristics of classification and regression trees, bagging, and random forests
    • Strobl C, Malley J, Tutz G (2009) An introduction to recursive partitioning: rationale, application, and characteristics of classification and regression trees, bagging, and random forests. Psychol Methods 14(4): 323-348.
    • (2009) Psychol Methods , vol.14 , Issue.4 , pp. 323-348
    • Strobl, C.1    Malley, J.2    Tutz, G.3
  • 81
    • 0034294901 scopus 로고    scopus 로고
    • Better decisions through science
    • Swets JA, Dawes RM, Monahan J (2000) Better decisions through science. Sci Am 283: 82-87.
    • (2000) Sci Am , vol.283 , pp. 82-87
    • Swets, J.A.1    Dawes, R.M.2    Monahan, J.3
  • 82
    • 27744445969 scopus 로고    scopus 로고
    • Generating multi-year gridded daily rainfall over
    • Tait AB, Turner RW (2005) Generating multi-year gridded daily rainfall over. NZ J Appl Meteorol 44: 1315-1323.
    • (2005) NZ J Appl Meteorol , vol.44 , pp. 1315-1323
    • Tait, A.B.1    Turner, R.W.2
  • 83
    • 49749099226 scopus 로고    scopus 로고
    • On the biogeography of seed mass in Germany distribution patterns and environmental correlates
    • Tautenhahn S, Heilmeier H, Götzenberger L, Klotz S, Wirth C, Kühn I (2008) On the biogeography of seed mass in Germany distribution patterns and environmental correlates. Ecography 31: 457-468.
    • (2008) Ecography , vol.31 , pp. 457-468
    • Tautenhahn, S.1    Heilmeier, H.2    Götzenberger, L.3    Klotz, S.4    Wirth, C.5    Kühn, I.6
  • 84
    • 69749114049 scopus 로고    scopus 로고
    • Use of different approaches to model presence/absence of Salmo marmoratus in Piedmont (Northwestern Italy)
    • Tirelli T, Pozzi L, Pessani D (2009) Use of different approaches to model presence/absence of Salmo marmoratus in Piedmont (Northwestern Italy). Ecol Inform 4: 234-242.
    • (2009) Ecol Inform , vol.4 , pp. 234-242
    • Tirelli, T.1    Pozzi, L.2    Pessani, D.3
  • 85
    • 0001065501 scopus 로고
    • On the comparative anatomy of transformations
    • Tukey JW (1957) On the comparative anatomy of transformations. Ann Math Stat 28(3): 602-632.
    • (1957) Ann Math Stat , vol.28 , Issue.3 , pp. 602-632
    • Tukey, J.W.1
  • 87
    • 77952581569 scopus 로고    scopus 로고
    • Emerging infectious diseases of crop plants in developing countries: impact on agriculture and socio-economic consequences
    • Vurro M, Bonciani B, Vannacci G (2010) Emerging infectious diseases of crop plants in developing countries: impact on agriculture and socio-economic consequences. Food Sec 2: 113-132.
    • (2010) Food Sec , vol.2 , pp. 113-132
    • Vurro, M.1    Bonciani, B.2    Vannacci, G.3
  • 88
    • 0030327681 scopus 로고    scopus 로고
    • Understanding neural networks as statistical tools
    • Warner B, Misra M (1996) Understanding neural networks as statistical tools. Am Stat 50(4): 284-293.
    • (1996) Am Stat , vol.50 , Issue.4 , pp. 284-293
    • Warner, B.1    Misra, M.2
  • 89
    • 77950153235 scopus 로고    scopus 로고
    • A structured and dynamic framework to advance traits-based theory and prediction in ecology
    • Webb CT, Hoeting JA, Ames GM, Pyne MI, LeRoy Poff N (2010) A structured and dynamic framework to advance traits-based theory and prediction in ecology. Ecol Lett 13: 267-283.
    • (2010) Ecol Lett , vol.13 , pp. 267-283
    • Webb, C.T.1    Hoeting, J.A.2    Ames, G.M.3    Pyne, M.I.4    LeRoy Poff, N.5
  • 90
    • 0001681052 scopus 로고
    • The collinearity problem in linear regression. The partial least squares (PLS) approach to generalized inverses
    • Wold S, Ruhe A, Wold H, Dunn WJ (1984) The collinearity problem in linear regression. The partial least squares (PLS) approach to generalized inverses. SIAM J Sci Stat Comp 5: 735-743.
    • (1984) SIAM J Sci Stat Comp , vol.5 , pp. 735-743
    • Wold, S.1    Ruhe, A.2    Wold, H.3    Dunn, W.J.4
  • 91
    • 0034364945 scopus 로고    scopus 로고
    • Modelling and smoothing parameter estimation with multiple quadratic penalties
    • Wood SN (2000) Modelling and smoothing parameter estimation with multiple quadratic penalties. J R Stat Soc (B) 62(2): 413-428.
    • (2000) J R Stat Soc (B) , vol.62 , Issue.2 , pp. 413-428
    • Wood, S.N.1
  • 93
    • 0016714986 scopus 로고
    • The potential for evolution of heavy metal tolerance in plants. III. The rapid evolution of copper tolerance in Agrostis stolonifera
    • Wu L, Bradshaw AD, Thurman DA (1975) The potential for evolution of heavy metal tolerance in plants. III. The rapid evolution of copper tolerance in Agrostis stolonifera. Heredity 34(2): 165-187.
    • (1975) Heredity , vol.34 , Issue.2 , pp. 165-187
    • Wu, L.1    Bradshaw, A.D.2    Thurman, D.A.3
  • 94
    • 46749104117 scopus 로고    scopus 로고
    • Data-driven modeling of cellular stimulation, signaling and output response in RAW 264.7 cells
    • doi:10.1186/1750-2187-3-11
    • Wu Y, Johnson GL, Gomez SM (2008) Data-driven modeling of cellular stimulation, signaling and output response in RAW 264. 7 cells. J Mol Signaling 3: 11. doi: 10. 1186/1750-2187-3-11.
    • (2008) J Mol Signaling , vol.3 , pp. 11
    • Wu, Y.1    Johnson, G.L.2    Gomez, S.M.3
  • 95
    • 84866466961 scopus 로고    scopus 로고
    • Plant genetic resources: Management, evaluation and enhancement
    • CAB International, Wallingford, UK
    • Xu Y (2010) Plant genetic resources: Management, evaluation and enhancement. In: Molecular plant breeding. CAB International, Wallingford, UK, pp 151-194.
    • (2010) Molecular plant breeding , pp. 151-194
    • Xu, Y.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.