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Soil organic carbon concentrations and stocks on Barro Colorado Island — Digital soil mapping using Random Forests analysis
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Cites
Breiman, L. (2001) · Machine Learning · doi:10.1023/a:1010933404324 · Cited by 133,538
The Elements of Statistical Learning
Hastie, T., Tibshirani, R., & Friedman, J. (2009) · Springer Series in Statistics · doi:10.1007/978-0-387-84858-7 · Cited by 25,970
Classification and Regression Trees.
Ryzin, J. V., Breiman, L., Friedman, J. H., Olshen, R. A., & Stone, C. J. (1986) · Journal of the American Statistical Association · doi:10.2307/2288003 · Cited by 20,825
Classification and Regression by randomForest
Liaw, A. I., & Wiener, M. C. (2007) · Cited by 18,594
Breiman, L. (1996) · Machine Learning · doi:10.1007/bf00058655 · Cited by 16,325
The Elements of Statistical Learning: Data Mining, Inference, and Prediction
John Lu, Z. Q. (2010) · Journal of the Royal Statistical Society Series A: Statistics in Society · doi:10.1111/j.1467-985x.2010.00646_6.x · Cited by 12,390
Classification and regression trees
Praagman, J. (1985) · European Journal of Operational Research · doi:10.1016/0377-2217(85)90321-2 · Cited by 10,053
BEVEN, K. J., & KIRKBY, M. J. (1979) · Hydrological Sciences Bulletin · doi:10.1080/02626667909491834 · Cited by 6,670
THE VERTICAL DISTRIBUTION OF SOIL ORGANIC CARBON AND ITS RELATION TO CLIMATE AND VEGETATION
Jobbágy, E. G., & Jackson, R. B. (2000) · Ecological Applications · doi:10.1890/1051-0761(2000)010[0423:tvdoso]2.0.co;2 · Cited by 5,428
Stabilization mechanisms of soil organic matter: Implications for C-saturation of soils
Six, J., Conant, R. T., Paul, E. A., & Paustian, K. (2002) · Plant and Soil · doi:10.1023/a:1016125726789 · Cited by 4,633
A physically based, variable contributing area model of basin hydrology
Kirkby, M. J., & Beven, K. (1979) · Lancaster EPrints (Lancaster University) · Cited by 3,962
McBratney, A. B., Mendonça Santos, M. L., & Minasny, B. (2003) · Geoderma · doi:10.1016/s0016-7061(03)00223-4 · Cited by 3,651
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. (2003) · Journal of Chemical Information and Computer Sciences · doi:10.1021/ci034160g · Cited by 3,573
Digital terrain modelling: A review of hydrological, geomorphological, and biological applications
Moore, I. D., Grayson, R. B., & Ladson, A. R. (1991) · Hydrological Processes · doi:10.1002/hyp.3360050103 · Cited by 3,466
Random forest classifier for remote sensing classification
Pal, M. (2005) · International Journal of Remote Sensing · doi:10.1080/01431160412331269698 · Cited by 3,283
Total carbon and nitrogen in the soils of the world
BATJES, N. H. (1996) · European Journal of Soil Science · doi:10.1111/j.1365-2389.1996.tb01386.x · Cited by 3,213
Gene selection and classification of microarray data using random forest
Díaz-Uriarte, R., & Alvarez de Andrés, S. (2006) · BMC Bioinformatics · doi:10.1186/1471-2105-7-3 · Cited by 2,929
An Introduction to Error Analysis: The Study of Uncertainties in Physical Measurements
Taylor, J. R., & Thompson, W. (1998) · Physics Today · doi:10.1063/1.882103 · Cited by 2,734
Total carbon and nitrogen in the soils of the world
Batjes, N. H. (2014) · European Journal of Soil Science · doi:10.1111/ejss.12114_2 · Cited by 2,550
Tarboton, D. G. (1997) · Water Resources Research · doi:10.1029/96wr03137 · Cited by 2,476
Clymo, R. S., & Whittaker, R. H. (1970) · The Journal of Ecology · doi:10.2307/2258550 · Cited by 2,436
Soil carbon pools and world life zones
Post, W. M., Emanuel, W. R., Zinke, P. J., & Stangenberger, A. G. (1982) · Nature · doi:10.1038/298156a0 · Cited by 2,255
An introduction to error analysis: the study of uncertainties in physical measurements
(1997) · Choice Reviews Online · doi:10.5860/choice.35-2173 · Cited by 2,247
Random Forests for land cover classification
Gislason, P. O., Benediktsson, J. A., & Sveinsson, J. R. (2006) · Pattern Recognition Letters · doi:10.1016/j.patrec.2005.08.011 · Cited by 2,244
(2012) · SpringerReference · doi:10.1007/springerreference_76825 · Cited by 2,069
Prasad, A. M., Iverson, L. R., & Liaw, A. (2006) · Ecosystems · doi:10.1007/s10021-005-0054-1 · Cited by 1,987
Mineral control of soil organic carbon storage and turnover
Torn, M. S., Trumbore, S. E., Chadwick, O. A., Vitousek, P. M., & Hendricks, D. M. (1997) · Nature · doi:10.1038/38260 · Cited by 1,603
A global budget for fine root biomass, surface area, and nutrient contents
Jackson, R. B., Mooney, H. A., & Schulze, E.-D. (1997) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.94.14.7362 · Cited by 1,480
Soil Attribute Prediction Using Terrain Analysis
Moore, I. D., Gessler, P. E., Nielsen, G. A., & Peterson, G. A. (1993) · Soil Science Society of America Journal · doi:10.2136/sssaj1993.03615995005700020026x · Cited by 1,449
Baldock, J. A., & Skjemstad, J. O. (2000) · Organic Geochemistry · doi:10.1016/s0146-6380(00)00049-8 · Cited by 1,433
Investigation of the random forest framework for classification of hyperspectral data
Ham, J., Chen, Y., Crawford, M. M., & Ghosh, J. (2005) · IEEE Transactions on Geoscience and Remote Sensing · doi:10.1109/tgrs.2004.842481 · Cited by 1,276
Change in soil carbon following afforestation
Paul, K. I., Polglase, P. J., Nyakuengama, J. G., & Khanna, P. K. (2002) · Forest Ecology and Management · doi:10.1016/s0378-1127(01)00740-x · Cited by 1,091
A generic framework for spatial prediction of soil variables based on regression-kriging
Hengl, T., Heuvelink, G. B. M., & Stein, A. (2004) · Geoderma · doi:10.1016/j.geoderma.2003.08.018 · Cited by 1,083
Soils and the greenhouse effect
Stanhill, G. (1991) · Agriculture, Ecosystems & Environment · doi:10.1016/0167-8809(91)90026-t · Cited by 907
Clymo, R. S., & Whittaker, R. H. (1977) · The Journal of Ecology · doi:10.2307/2259098 · Cited by 843
The ecology of a tropical forest. Seasonal rhythms and long-term changes
James, F. C. (1984) · The Auk · doi:10.2307/4086929 · Cited by 724
Lawrence, R. L., Wood, S. D., & Sheley, R. L. (2006) · Remote Sensing of Environment · doi:10.1016/j.rse.2005.10.014 · Cited by 701
Odeh, I. O. A., McBratney, A. B., & Chittleborough, D. J. (1995) · Geoderma · doi:10.1016/0016-7061(95)00007-b · Cited by 695
The Ecology of a Tropical Rain Forest: Seasonal Rhythms and Long Term Changes.
Broadhead, E., Leigh, E. G., Rand, A. S., & Windsor, D. M. (1984) · Journal of Applied Ecology · doi:10.2307/2403444 · Cited by 687
Spatial prediction of soil properties using environmental correlation
McKenzie, N. J., & Ryan, P. J. (1999) · Geoderma · doi:10.1016/s0016-7061(98)00137-2 · Cited by 676
Reith, J. W., & Jenny, H. (1942) · Economic Geography · doi:10.2307/141416 · Cited by 674
Soil-landscape modelling and spatial prediction of soil attributes
GESSLER, P. E., MOORE, I. D., McKENZIE, N. J., & RYAN, P. J. (1995) · International journal of geographical information systems · doi:10.1080/02693799508902047 · Cited by 656
Soils and the greenhouse effect.
Bouwman, L. (1990) · Cited by 653
Silver, W. L., Ostertag, R., & Lugo, A. E. (2000) · Restoration Ecology · doi:10.1046/j.1526-100x.2000.80054.x · Cited by 593
Classification and Regression Trees, Bagging, and Boosting
Sutton, C. D. (2005) · Handbook of Statistics · doi:10.1016/s0169-7161(04)24011-1 · Cited by 587
Predictive soil mapping: a review
Scull, P., Franklin, J., Chadwick, O. A., & McArthur, D. (2003) · Progress in Physical Geography: Earth and Environment · doi:10.1191/0309133303pp366ra · Cited by 511
Fundamental quantitative methods of land surface analysis
Shary, P. A., Sharaya, L. S., & Mitusov, A. V. (2002) · Geoderma · doi:10.1016/s0016-7061(01)00136-7 · Cited by 452
Tropical Forest Ecology: A View from Barro Colorado Island
Leigh, E. G. (1999) · Cited by 446
Colour space models for soil science
Viscarra Rossel, R. A., Minasny, B., Roudier, P., & McBratney, A. B. (2006) · Geoderma · doi:10.1016/j.geoderma.2005.07.017 · Cited by 422
Game theory, on-line prediction and boosting
Freund, Y., & Schapire, R. E. (1996) · Proceedings of the ninth annual conference on Computational learning theory - COLT '96 · doi:10.1145/238061.238163 · Cited by 383
Bernoux, M., Carvalho, M. D. C. S., Volkoff, B., & Cerri, C. C. (2002) · Soil Science Society of America Journal · doi:10.2136/sssaj2002.0888 · Cited by 378
Prediction of soil properties by digital terrain modelling
Florinsky, I. V., Eilers, R. G., Manning, G. R., & Fuller, L. G. (2002) · Environmental Modelling & Software · doi:10.1016/s1364-8152(01)00067-6 · Cited by 361
Possibilities for carbon sequestration in tropical and subtropical soils
BATJES, N. H., & SOMBROEK, W. G. (1997) · Global Change Biology · doi:10.1046/j.1365-2486.1997.00062.x · Cited by 324
BIOMASS, CARBON, AND NUTRIENT DYNAMICS OF SECONDARY FORESTS IN A HUMID TROPICAL REGION OF MÉXICO
Hughes, R. F., Kauffman, J. B., & Jaramillo, V. J. (1999) · Ecology · doi:10.1890/0012-9658(1999)080[1892:bcando]2.0.co;2 · Cited by 314
Wattel-Koekkoek, E. J. W., van Genuchten, P. P. L., Buurman, P., & van Lagen, B. (2001) · Geoderma · doi:10.1016/s0016-7061(00)00062-8 · Cited by 296
Australia-wide predictions of soil properties using decision trees
Henderson, B. L., Bui, E. N., Moran, C. J., & Simon, D. A. P. (2005) · Geoderma · doi:10.1016/j.geoderma.2004.06.007 · Cited by 248
Brown, S., & Lugo, A. E. (1990) · Plant and Soil · doi:10.1007/bf00010931 · Cited by 235
Prediction and digital mapping of soil carbon storage in the Lower Namoi Valley
Minasny, B., McBratney, A. B., Mendonça-Santos, M. L., Odeh, I. O. A., & Guyon, B. (2006) · Soil Research · doi:10.1071/sr05136 · Cited by 205
Powers, J. S., & Schlesinger, W. H. (2002) · Geoderma · doi:10.1016/s0016-7061(02)00147-7 · Cited by 199
CHANGES IN SOIL CARBON FOLLOWING AFFORESTATION IN HAWAII
Bashkin, M. A., & Binkley, D. (1998) · Ecology · doi:10.1890/0012-9658(1998)079[0828:ciscfa]2.0.co;2 · Cited by 196
Bhatti, A. U., Mulla, D. J., & Frazier, B. E. (1991) · Remote Sensing of Environment · doi:10.1016/0034-4257(91)90080-p · Cited by 194
Carbon and nitrogen stocks in the soils of the Amazon Region
Batjes, N. H., & Dijkshoorn, J. A. (1999) · Geoderma · doi:10.1016/s0016-7061(98)00086-x · Cited by 188
Topographic position affects the water regime in a semideciduous tropical forest in Panamá
Daws, M. I., Mullins, C. E., Burslem, D. F. R. P., Paton, S. R., & Dalling, J. W. (2002) · Plant and Soil · doi:10.1023/a:1014289930621 · Cited by 187
Fine-resolution mapping of soil organic carbon based on multivariate secondary data
Simbahan, G. C., Dobermann, A., Goovaerts, P., Ping, J., & Haddix, M. L. (2006) · Geoderma · doi:10.1016/j.geoderma.2005.07.001 · Cited by 186
SOIL CARBON DIFFERENCES AMONG FOREST, AGRICULTURE, AND SECONDARY VEGETATION IN LOWER MONTANE ECUADOR
Rhoades, C. C., Eckert, G. E., & Coleman, D. C. (2000) · Ecological Applications · doi:10.1890/1051-0761(2000)010[0497:scdafa]2.0.co;2 · Cited by 185
Gunther, E. C., Stone, D. J., Gerwien, R. W., Bento, P., & Heyes, M. P. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1632587100 · Cited by 182
Soil Carbon Storage Estimation in a Forested Watershed using Quantitative Soil‐Landscape Modeling
Thompson, J. A., & Kolka, R. K. (2005) · Soil Science Society of America Journal · doi:10.2136/sssaj2004.0322 · Cited by 162
ECOLOGICAL DETERMINISM IN PLANT COMMUNITY STRUCTURE ACROSS A TROPICAL FOREST LANDSCAPE
Svenning, J., Kinner, D. A., Stallard, R. F., Engelbrecht, B. M. J., & Wright, S. J. (2004) · Ecology · doi:10.1890/03-0396 · Cited by 143
Modeling Soil Carbon from Forest and Pasture Ecosystems of Amazon, Brazil
Cerri, C. E. P., Coleman, K., Jenkinson, D. S., Bernoux, M., Victoria, R. R., & Cerri, C. E. P. (2003) · Soil Science Society of America Journal · doi:10.2136/sssaj2003.1879 · Cited by 141
Geographical distributions of carbon in biomass and soils of tropical Asian forests
Brown, S., Iverson, L. R., Prasad, A., & Liu, D. (1993) · Geocarto International · doi:10.1080/10106049309354429 · Cited by 132
Batjes, N. H. (2001) · Land Degradation and Development · doi:10.1002/ldr.444 · Cited by 127
Powers, J. S. (2004) · Ecosystems · doi:10.1007/s10021-003-0123-2 · Cited by 125
Thompson, J. A., Pena‐Yewtukhiw, E. M., & Grove, J. H. (2006) · Geoderma · doi:10.1016/j.geoderma.2006.03.037 · Cited by 123
Li, Y., Xu, M., Zou, X., Shi, P., & Zhang, Y. (2005) · Global Change Biology · doi:10.1111/j.1365-2486.2005.00896.x · Cited by 120
Veldkamp, E., Becker, A., Schwendenmann, L., Clark, D. A., & Schulte‐Bisping, H. (2003) · Global Change Biology · doi:10.1046/j.1365-2486.2003.00656.x · Cited by 111
Li, Z., & Qiguo, Z. (2001) · Plant and Soil · doi:10.1023/a:1010350020951 · Cited by 98
de Koning, G. H. J., Veldkamp, E., & López-Ulloa, M. (2003) · Global Biogeochemical Cycles · doi:10.1029/2003gb002099 · Cited by 97
Chaplot, V. A. M., Bernoux, M., Walter, C. A., Curmi, P., & Herpin, U. (2001) · Soil Science · doi:10.1097/00010694-200101000-00008 · Cited by 88
Regional variation in soil carbon and δ13C in forests and pastures of northeastern Costa Rica
Powers, J. S., & Veldkamp, E. (2005) · Biogeochemistry · doi:10.1007/s10533-004-0368-7 · Cited by 81
Arrouays, D., VION, I., & Kicin, J. L. (1995) · Soil Science · doi:10.1097/00010694-199515930-00006 · Cited by 69
Carbon Storage in Coarse and Fine Clay Fractions of Illitic Soils
Kahle, M., Kleber, M., Torn, M. S., et al. (2003) · Soil Science Society of America Journal · doi:10.2136/sssaj2003.1732 · Cited by 62
Soil nutrient dynamics in response to irrigation of a Panamanian tropical moist forest
Yavitt, J. B., Wieder, R. K., & Wright, S. J. (1993) · Biogeochemistry · doi:10.1007/bf00000572 · Cited by 42
Soil nutrient–landscape relationships in a lowland tropical rainforest in Panama
Barthold, F., Stallard, R. F., & Elsenbeer, H. (2007) · Forest Ecology and Management · doi:10.1016/j.foreco.2007.09.089 · Cited by 41
Self-citationLandscape Determinants of Soil Carbon and Nitrogen Storage in Southern New England
Kulmatiski, A., Vogt, D. J., Siccama, T. G., Tilley, J. P., Kolesinskas, K., Wickwire, T. W., & Larson, B. C. (2004) · Soil Science Society of America Journal · doi:10.2136/sssaj2004.2014 · Cited by 39
GIS and the Random Forest Predictor: Integration in R for Tick-Borne Disease Risk Assessment
Furlanello, C., Neteler, M., Merler, S., Menegon, S., Fontanari, S., Donini, A., Rizzoli, A. P., & Chemini, C. (2003) · Cited by 25
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Metadata
- Authors
- Grimm, R., Behrens, T., Märker, M., & Elsenbeer, H.
- Venue
- Geoderma
- Publisher
- Elsevier BV
- Published
- 2008-07
- Volume
- 146
- Issue
- 1-2
- Pages
- 102-113
- ISSN
- 0016-7061 (ISSN-L)
- OpenAlex
- W2081340599
- Cited by
- 716
- References
- 85
- FWCI
- 11.17
- Type
- journal article
- Language
- en
- Open access
- closed
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