Comparison of three supervised learning methods for digital soil mapping: Application to a complex terrain in the Ecuadorian Andes
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[1] John F. O'Callaghan,et al. The extraction of drainage networks from digital elevation data , 1984, Comput. Vis. Graph. Image Process..
[2] Frédéric Darboux,et al. A fast, simple and versatile algorithm to fill the depressions of digital elevation models , 2002 .
[3] L. Breiman. Arcing classifier (with discussion and a rejoinder by the author) , 1998 .
[4] Murray K. Clayton,et al. Potential terrain controls on soil color, texture contrast and grain-size deposition for the original catena landscape in Uganda , 2004 .
[5] Gerard Govers,et al. A GIS procedure for automatically calculating the USLE LS factor on topographically complex landscape units , 1996 .
[6] Michael Richter,et al. Landslides as Important Disturbance Regimes — Causes and Regeneration , 2008 .
[7] W. Marsden. I and J , 2012 .
[8] Greg Ridgeway,et al. Generalized Boosted Models: A guide to the gbm package , 2006 .
[9] Jörg Bendix,et al. The Ecosystem (Reserva Biológica San Francisco) , 2008 .
[10] S. de Bruin,et al. Soil-landscape modelling using fuzzy c-means clustering of attribute data derived from a Digital Elevation Model (DEM) , 1998 .
[11] J Elith,et al. A working guide to boosted regression trees. , 2008, The Journal of animal ecology.
[12] R. Welsch,et al. The Hat Matrix in Regression and ANOVA , 1978 .
[13] M. Köhn. Bemerkungen zur mechanischen Bodenanalyse. II , 1927 .
[14] M. Wiesmeier,et al. Digital mapping of soil organic matter stocks using Random Forest modeling in a semi-arid steppe ecosystem , 2011, Plant and Soil.
[15] A. Prasad,et al. Newer Classification and Regression Tree Techniques: Bagging and Random Forests for Ecological Prediction , 2006, Ecosystems.
[16] Ramón Díaz-Uriarte,et al. Gene selection and classification of microarray data using random forest , 2006, BMC Bioinformatics.
[17] Aaas News,et al. Book Reviews , 1893, Buffalo Medical and Surgical Journal.
[18] Dominique Arrouays,et al. Extrapolating regional soil landscapes from an existing soil map: Sampling intensity, validation procedures, and integration of spatial context , 2008 .
[19] A. Hossain,et al. A comparative study on detection of influential observations in linear regression , 1991 .
[20] Kevin Barraclough,et al. I and i , 2001, BMJ : British Medical Journal.
[21] J. Homeier,et al. Soil properties and tree growth along an altitudinal transect in Ecuadorian tropical montane forest , 2008 .
[22] R. V. Rossel,et al. Using data mining to model and interpret soil diffuse reflectance spectra. , 2010 .
[23] R. G. Davies,et al. Methods to account for spatial autocorrelation in the analysis of species distributional data : a review , 2007 .
[24] R. Schneider,et al. Vegetations- und Agrarlandschaftsstrukturen in den Bergwäldern Südecuadors , 2004 .
[25] R. Simonson,et al. Outline of a Generalized Theory of Soil Genesis , 1959 .
[26] C. Thorne,et al. Quantitative analysis of land surface topography , 1987 .
[27] Anne Gobin,et al. Soil-landscape modelling to quantify spatial variability of soil texture. Modelling of transport pro , 1999 .
[28] A. N. Strahler. Quantitative analysis of watershed geomorphology , 1957 .
[29] Alex B. McBratney,et al. An overview of pedometric techniques for use in soil survey , 2000 .
[30] Carsten Rahbek,et al. The patterns and causes of elevational diversity gradients , 2012 .
[31] Damaris Zurell,et al. Collinearity: a review of methods to deal with it and a simulation study evaluating their performance , 2013 .
[32] Jörg Bendix,et al. Central data services in multidisciplinary environmental research projects , 2007 .
[33] J. Peters,et al. Random forests as a tool for ecohydrological distribution modelling , 2007 .
[34] G. G. Stokes. "J." , 1890, The New Yale Book of Quotations.
[35] Alex B. McBratney,et al. Elucidation of soil-landform interrelationships by canonical ordination analysis , 1991 .
[36] R. Cook. Detection of influential observation in linear regression , 2000 .
[37] J. Nash,et al. River flow forecasting through conceptual models part I — A discussion of principles☆ , 1970 .
[38] Martin Hitziger,et al. The Sloping Mire Soil-Landscape of Southern Ecuador: Influence of Predictor Resolution and Model Tuning on Random Forest Predictions , 2014 .
[39] B. J,et al. Soil regionalisation by means of terrain analysis and process parameterisation , 2002 .
[40] Sabine Grunwald,et al. Multi-criteria characterization of recent digital soil mapping and modeling approaches , 2009 .
[41] L. Breiman. Arcing Classifiers , 1998 .
[42] Marine Lacoste,et al. Regional mapping of soil parent material by machine learning based on point data , 2011 .
[43] D. Ruppert. The Elements of Statistical Learning: Data Mining, Inference, and Prediction , 2004 .
[44] H. Elsenbeer,et al. Soil organic carbon concentrations and stocks on Barro Colorado Island — Digital soil mapping using Random Forests analysis , 2008 .
[45] J. Friedman. Greedy function approximation: A gradient boosting machine. , 2001 .
[46] J. Friedman. Stochastic gradient boosting , 2002 .
[47] M. Köhn. Bemerkungen zur mechanischen Bodenanalyse. III. Ein neuer Pipettapparat , 1928 .
[48] C. Mallows. Some Comments on Cp , 2000, Technometrics.
[49] Yoav Freund,et al. A decision-theoretic generalization of on-line learning and an application to boosting , 1995, EuroCOLT.
[50] Y. Mukaigawa,et al. Large Deviations Estimates for Some Non-local Equations I. Fast Decaying Kernels and Explicit Bounds , 2022 .
[51] Nicholas J. Lea,et al. An Aspect-Driven Kinematic Routing Algorithm , 1992 .
[52] B. Huwe,et al. Uncertainty in the spatial prediction of soil texture: Comparison of regression tree and Random Forest models , 2012 .
[53] R. V. Ruhe,et al. Elements of the soil landscape. , 1960 .
[54] Budiman Minasny,et al. On digital soil mapping , 2003 .
[55] Randall J. Schaetzl,et al. Soils: Genesis and Geomorphology , 2005 .
[56] G. Milne. A Provisional Soil Map of East Africa , 1936 .
[57] H. Jenny,et al. Factors of Soil Formation , 1941 .
[58] Bernd Huwe,et al. DIGITAL SOIL MAPPING IN SOUTHERN ECUADOR , 2009 .
[59] Bernd Huwe,et al. Making use of the World Reference Base diagnostic horizons for the systematic description of the soil continuum — Application to the tropical mountain soil-landscape of southern Ecuador , 2012 .
[60] Folkert Christian Bauer. Water flow paths in soils of an undisturbed and landslide affected mature montane rainforest in South Ecuador , 2010 .