A comparative assessment of support vector regression, artificial neural networks, and random forests for predicting and mapping soil organic carbon stocks across an Afromontane landscape.
作者： Kennedy Were , Dieu Tien Bui , Øystein B. Dick , Bal Ram Singh
DOI: 10.1016/J.ECOLIND.2014.12.028
关键词: Random forest 、 Ecology 、 Mean squared error 、 Spatial ecology 、 Mathematics 、 Soil organic matter 、 Soil carbon 、 Statistics 、 Digital soil mapping 、 Sampling (statistics) 、 Artificial neural network
摘要: … , evaluate, and compare the performance of random forests (RF), support vector machines … variability of SOC stocks in the Eastern Mau Forest Reserve, Kenya. The distinction between …
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sci-hub.se 参考文章(69)
Dwayne R. Buxton editor-in-chief Asa publications, John J. Mortvedt. editor-in-chief Sssa publications, Arnold Klute, Methods of soil analysis. ,(2015)
Klaus Lorenz, Ecosystem Carbon Sequestration Springer, Dordrecht. pp. 39- 62 ,(2013) , 10.1007/978-94-007-6455-2_3
Graham J. Williams, Data Mining with Rattle and R: The Art of Excavating Data for Knowledge Discovery ,(2011)
John C. Gallant, John P. Wilson, Terrain analysis : principles and applications J. Wiley. ,(2000)
John C. Platt, Fast training of support vector machines using sequential minimal optimization Advances in kernel methods. pp. 185- 208 ,(1999)
G. J. H. McCall, Geology of the Nakuru-Thomson's falls-lake Hannington area : degree sheet no. 35, S.W. quarter and 43 N.W. quarter (with coloured maps) Republic of Kenya, Ministry of Natural Resources, Geological survey of Kenya. ,(1966)
Georg Ruß, Rudolf Kruse, Regression models for spatial data: an example from precision agriculture international conference on data mining. pp. 450- 463 ,(2010) , 10.1007/978-3-642-14400-4_35
D. W. Nelson, L. E. Sommers, Total Carbon, Organic Carbon, and Organic Matter Methods of Soil Analysis Part 3—Chemical Methods. pp. 961- 1010 ,(1996) , 10.2136/SSSABOOKSER5.3.C34
S.R. Gunn, Support Vector Machines for Classification and Regression s.n.. ,(1998)