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Volumn 1, Issue C, 2014, Pages 21-30

Refining a reconnaissance soil map by calibrating regression models with data from the same map (Normandy, France)

Author keywords

Classification trees; Digital soil mapping; France; Multinomial logistic regression; Probability sampling; Random forest; Validation

Indexed keywords


EID: 84927652094     PISSN: 23520094     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.geodrs.2014.07.001     Document Type: Article
Times cited : (50)

References (42)
  • 1
    • 84888204738 scopus 로고    scopus 로고
    • Constructing a soil class map of Denmark based on the FAO legend using digital techniques
    • K. Adhikari, B. Minasny, M.B. Greve, and M.H. Greve Constructing a soil class map of Denmark based on the FAO legend using digital techniques Geoderma 214-215 2014 101 113
    • (2014) Geoderma , vol.214-215 , pp. 101-113
    • Adhikari, K.1    Minasny, B.2    Greve, M.B.3    Greve, M.H.4
  • 3
    • 0035478854 scopus 로고    scopus 로고
    • Random forest
    • L. Breiman Random forest Mach. Learn. 45 2001 5 32
    • (2001) Mach. Learn. , vol.45 , pp. 5-32
    • Breiman, L.1
  • 5
    • 79957460453 scopus 로고    scopus 로고
    • Sampling for validation of digital soil maps
    • D.J. Brus, B. Kempen, and G.B.M. Heuvelink Sampling for validation of digital soil maps Eur. J. Soil Sci. 62 3 2011 394 407
    • (2011) Eur. J. Soil Sci. , vol.62 , Issue.3 , pp. 394-407
    • Brus, D.J.1    Kempen, B.2    Heuvelink, G.B.M.3
  • 6
    • 0036887786 scopus 로고    scopus 로고
    • Quantitative mapping of soil types based on regression kriging of taxonomic distances with landform and land cover attributes
    • F. Carré, and M.C. Girard Quantitative mapping of soil types based on regression kriging of taxonomic distances with landform and land cover attributes Geoderma 110 3-4 2002 241 263
    • (2002) Geoderma , vol.110 , Issue.34 , pp. 241-263
    • Carré, F.1    Girard, M.C.2
  • 7
    • 0004079543 scopus 로고
    • Of The European Community C. (European Community Publications, Bruxelles, Belgium)
    • Commission of the European Community CORINE Land Cover 1993 144 (European Community Publications, Bruxelles, Belgium)
    • (1993) CORINE Land Cover , pp. 144
  • 9
    • 60049098347 scopus 로고    scopus 로고
    • Spatial prediction of soil classes using digital terrain analysis and multinomial logistic regression modeling integrated in GIS. Examples from Vestfold County, Norway
    • M. Debella-Gilo, and B. Etzelmüller Spatial prediction of soil classes using digital terrain analysis and multinomial logistic regression modeling integrated in GIS. Examples from Vestfold County, Norway Catena 77 1 2009 8 18
    • (2009) Catena , vol.77 , Issue.1 , pp. 8-18
    • Debella-Gilo, M.1    Etzelmüller, B.2
  • 10
    • 38049042366 scopus 로고    scopus 로고
    • Extrapolating regional landscapes from an existing soil map: Sampling intensity, validation procedures, and integration of spatial context
    • C. Grinand, D. Arrouays, B. Laroche, and M.P. Martin Extrapolating regional landscapes from an existing soil map: sampling intensity, validation procedures, and integration of spatial context Geoderma 143 1-2 2008 180 190
    • (2008) Geoderma , vol.143 , Issue.12 , pp. 180-190
    • Grinand, C.1    Arrouays, D.2    Laroche, B.3    Martin, M.P.4
  • 11
    • 84860561187 scopus 로고    scopus 로고
    • Spatial disaggregation of complex soil map units: A decision-tree based approach in Bavarian forest soils
    • T. Häring, E. Dietz, S. Osenstetter, T. Koschitzki, and B. Schröder Spatial disaggregation of complex soil map units: a decision-tree based approach in Bavarian forest soils Geoderma 185-186 2012 37 47
    • (2012) Geoderma , vol.185-186 , pp. 37-47
    • Häring, T.1    Dietz, E.2    Osenstetter, S.3    Koschitzki, T.4    Schröder, B.5
  • 12
    • 76449086183 scopus 로고    scopus 로고
    • Soil map density and a nation's wealth and income
    • A.E. Hartemink, A.B. McBratney, L. Mendonca, Springer Dordrecht
    • A.E. Hartemink Soil map density and a nation's wealth and income A.E. Hartemink, A.B. McBratney, L. Mendonca, Digital Soil Mapping with Limited Data 2008 Springer Dordrecht 53 66
    • (2008) Digital Soil Mapping with Limited Data , pp. 53-66
    • Hartemink, A.E.1
  • 14
    • 84888203732 scopus 로고    scopus 로고
    • Predictive soil parent material mapping at a regional-scale: A random forest approach
    • B. Heung, C.E. Bulmer, and M.G. Schmidt Predictive soil parent material mapping at a regional-scale: a random forest approach Geoderma 214-215 2014 141 154
    • (2014) Geoderma , vol.214-215 , pp. 141-154
    • Heung, B.1    Bulmer, C.E.2    Schmidt, M.G.3
  • 16
    • 67349185839 scopus 로고    scopus 로고
    • Updating the 1:50,000 Dutch soil map using legacy soil data: A multinomial logistic regression approach
    • Kempen, B.; Brus, D.J.; Heuvelink, G.B.M.; Stoorvogel, J.J.; 2009. Updating the 1:50,000 Dutch soil map using legacy soil data: a multinomial logistic regression approach. Geoderma 151(3-4), 311-326.
    • (2009) Geoderma , vol.151 , Issue.3-4 , pp. 311-326
    • Kempen, B.1    Brus, D.J.2    Heuvelink, G.B.M.3    Stoorvogel, J.J.4
  • 17
    • 84866427686 scopus 로고    scopus 로고
    • Efficiency comparison of conventional and digital soil mapping for updating soil maps
    • B. Kempen, D.J. Brus, J.J. Stoorvogel, G.B.M. Heuvelink, and F. De Vries Efficiency comparison of conventional and digital soil mapping for updating soil maps Soil Sci. Soc. Am. J. 76 6 2012 2097 2115
    • (2012) Soil Sci. Soc. Am. J. , vol.76 , Issue.6 , pp. 2097-2115
    • Kempen, B.1    Brus, D.J.2    Stoorvogel, J.J.3    Heuvelink, G.B.M.4    De Vries, F.5
  • 18
    • 84865050369 scopus 로고    scopus 로고
    • Soil type mapping using the generalized linear geostatistical model: A case study in a Dutch cultivated peatland
    • B. Kempen, D.J. Brus, and G.B.M. Heuvelink Soil type mapping using the generalized linear geostatistical model: a case study in a Dutch cultivated peatland Geoderma 189-190 2012 540 553
    • (2012) Geoderma , vol.189-190 , pp. 540-553
    • Kempen, B.1    Brus, D.J.2    Heuvelink, G.B.M.3
  • 19
    • 0028886808 scopus 로고
    • A soil survey procedure using the knowledge of soil pattern established on a previously mapped reference area
    • P. Lagacherie, J.P. Legros, and P. Burrough A soil survey procedure using the knowledge of soil pattern established on a previously mapped reference area Geoderma 65 3-4 1995 283 301
    • (1995) Geoderma , vol.65 , Issue.34 , pp. 283-301
    • Lagacherie, P.1    Legros, J.P.2    Burrough, P.3
  • 20
    • 84857087214 scopus 로고    scopus 로고
    • Extrapolation at regional scale of local soil knowledge using boosted classification trees: A two-step approach
    • B. Lemercier, M. Lacoste, M. Loum, and C. Walter Extrapolation at regional scale of local soil knowledge using boosted classification trees: a two-step approach Geoderma 171-172 2012 75 84
    • (2012) Geoderma , vol.171-172 , pp. 75-84
    • Lemercier, B.1    Lacoste, M.2    Loum, M.3    Walter, C.4
  • 21
    • 0345040873 scopus 로고    scopus 로고
    • Classification and regression by randomForest
    • A. Liaw, and M. Wiener Classification and regression by randomForest R News 2 3 2002 18 22
    • (2002) R News , vol.2 , Issue.3 , pp. 18-22
    • Liaw, A.1    Wiener, M.2
  • 22
    • 34447324617 scopus 로고    scopus 로고
    • Automated predictive ecological mapping in a Forest Region of B.C.; Canada, 2001-2005
    • R.A. MacMillan, D.E. Moon, and R.A. Coupe Automated predictive ecological mapping in a Forest Region of B.C.; Canada, 2001-2005 Geoderma 140 4 2007 353 373
    • (2007) Geoderma , vol.140 , Issue.4 , pp. 353-373
    • Macmillan, R.A.1    Moon, D.E.2    Coupe, R.A.3
  • 23
    • 0023512436 scopus 로고
    • Quality of Soil Maps. A Comparison of Survey Methods in a Sandy Area
    • Netherlands Soil Survey Institute Wageningen
    • B.A. Marsman, and J.J. de Gruijter Quality of Soil Maps. A Comparison of Survey Methods in a Sandy Area Soil Survey Papers 15 1986 Netherlands Soil Survey Institute Wageningen
    • (1986) Soil Survey Papers , vol.15
    • Marsman, B.A.1    De Gruijter, J.J.2
  • 24
    • 0037592741 scopus 로고    scopus 로고
    • A global database of land surface parameters at 1 km resolution in meteorological and climate models
    • V. Masson, J.-L. Champeaux, F. Chauvin, C. Meriguet, and R. Lacaze A global database of land surface parameters at 1 km resolution in meteorological and climate models J. Clim. 16 9 2003 1261 1282
    • (2003) J. Clim. , vol.16 , Issue.9 , pp. 1261-1282
    • Masson, V.1    Champeaux, J.-L.2    Chauvin, F.3    Meriguet, C.4    Lacaze, R.5
  • 26
    • 84884365905 scopus 로고    scopus 로고
    • Semi-automated disaggregation of conventional soil maps using knowledge driven data mining and classification trees
    • T.W. Nauman, and J.A. Thompson Semi-automated disaggregation of conventional soil maps using knowledge driven data mining and classification trees Geoderma 213 2014 385 399
    • (2014) Geoderma , vol.213 , pp. 385-399
    • Nauman, T.W.1    Thompson, J.A.2
  • 27
    • 84888201835 scopus 로고    scopus 로고
    • Disaggregrating and harmonising soil map units through resampled classification trees
    • N.P. Odgers, W. Sun, A.B. McBratney, B. Minasny, and D. Clifford Disaggregrating and harmonising soil map units through resampled classification trees Geoderma 214-215 2014 91 100
    • (2014) Geoderma , vol.214-215 , pp. 91-100
    • Odgers, N.P.1    Sun, W.2    McBratney, A.B.3    Minasny, B.4    Clifford, D.5
  • 28
    • 84927649833 scopus 로고    scopus 로고
    • Carte géologique harmonisée du département de la Seine-Maritime
    • (118 pp.)
    • F. Quesnel, R. Couëffé, M. Duriez, and E. Lasseur Carte géologique harmonisée du département de la Seine-Maritime BRGM/RP-56185-FR 2007 (118 pp.)
    • (2007) BRGM/RP-56185-FR
    • Quesnel, F.1    Couëffé, R.2    Duriez, M.3    Lasseur, E.4
  • 29
    • 84918543806 scopus 로고    scopus 로고
    • R Development Core Team R, R Foundation for Statistical Computing Vienna, Austria (URL:)
    • R Development Core Team R: A Language for Statistical Computing 2013 R Foundation for Statistical Computing Vienna, Austria (URL: http://www.R-project.org)
    • (2013) R: A Language for Statistical Computing
  • 30
    • 77956102652 scopus 로고    scopus 로고
    • Analysis of requests for information and data from a national soil data centre in France
    • A.C. Richer de Forges, and D. Arrouays Analysis of requests for information and data from a national soil data centre in France Soil Use Manag. 26 3 2010 374 378
    • (2010) Soil Use Manag. , vol.26 , Issue.3 , pp. 374-378
    • Richer De Forges, A.C.1    Arrouays, D.2
  • 31
    • 0031255580 scopus 로고    scopus 로고
    • Selecting and interpreting measures of thematic classification accuracy
    • S.V. Stehman Selecting and interpreting measures of thematic classification accuracy Remote Sens. Environ. 62 1 1997 77 89
    • (1997) Remote Sens. Environ. , vol.62 , Issue.1 , pp. 77-89
    • Stehman, S.V.1
  • 32
    • 72449170109 scopus 로고    scopus 로고
    • An introduction to recursive partitioning: Rationale, application, and characteristics of classification and regression trees, bagging, and random forests
    • C. Strobl, J. Malley, and G. Tutz An introduction to recursive partitioning: rationale, application, and characteristics of classification and regression trees, bagging, and random forests Psychol. Methods 14 4 2009 323 348
    • (2009) Psychol. Methods , vol.14 , Issue.4 , pp. 323-348
    • Strobl, C.1    Malley, J.2    Tutz, G.3
  • 33
    • 84884182879 scopus 로고    scopus 로고
    • Disaggregation of component soil series on an Ohio County soil survey map using possibilistic decision trees
    • S.K. Subburayalu, I. Jenhani, and B.K. Slater Disaggregation of component soil series on an Ohio County soil survey map using possibilistic decision trees Geoderma 213 2014 334 345
    • (2014) Geoderma , vol.213 , pp. 334-345
    • Subburayalu, S.K.1    Jenhani, I.2    Slater, B.K.3
  • 34
    • 0003516711 scopus 로고    scopus 로고
    • An introduction to recursive partitioning using the RPART routines
    • Mayo Foundation
    • T.M. Therneau, and E.J. Atkinson An introduction to recursive partitioning using the RPART routines Technical Report 2013 Mayo Foundation (http://cran.r-project.org/web/packages/rpart/vignettes/longintro.pdf)
    • (2013) Technical Report
    • Therneau, T.M.1    Atkinson, E.J.2
  • 35
    • 84927613089 scopus 로고    scopus 로고
    • Carte géologique harmonisée du Département de L'Eure
    • J. Van Lint, D. Giot, and Y. Callec Carte géologique harmonisée du Département de L'Eure BRGM/RP-52766-FR 2003 (97 pp.)
    • (2003) BRGM/RP-52766-FR , pp. 97p
    • Van Lint, J.1    Giot, D.2    Callec, Y.3
  • 36
    • 84893008867 scopus 로고    scopus 로고
    • Functional digital soil mapping: A case study from Namarroi, Mozambique
    • G.M. van Zijl, D. Brouwer, J.J. van Tol, and P.A.L. le Roux Functional digital soil mapping: a case study from Namarroi, Mozambique Geoderma 219-220 2014 155 161
    • (2014) Geoderma , vol.219-220 , pp. 155-161
    • Van Zijl, G.M.1    Brouwer, D.2    Van Tol, J.J.3    Le Roux, P.A.L.4
  • 38
    • 0024838750 scopus 로고
    • On the Akaike Information Criterion for choosing models for variograms of soil properties
    • R. Webster, and A.B. McBratney On the Akaike Information Criterion for choosing models for variograms of soil properties J. Soil Sci. 40 3 1989 493 496
    • (1989) J. Soil Sci. , vol.40 , Issue.3 , pp. 493-496
    • Webster, R.1    McBratney, A.B.2
  • 39
    • 79951813354 scopus 로고    scopus 로고
    • Digital mapping of soil organic matter stocks using Random Forest modeling in a semi-arid steppe ecosystem
    • M. Wiesmeier, F. Barthold, B. Blank, and I. Kögel-Knaber Digital mapping of soil organic matter stocks using Random Forest modeling in a semi-arid steppe ecosystem Plant Soil 340 1 2011 7 24
    • (2011) Plant Soil , vol.340 , Issue.1 , pp. 7-24
    • Wiesmeier, M.1    Barthold, F.2    Blank, B.3    Kögel-Knaber, I.4


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