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SoilGrids250m: Global gridded soil information based on machine learning [期刊论文]
PLOS ONE, 2017-01-01, 12 (2
Tomislav Hengl;  Jorge Mendes de Jesus;  Gerard B. M. Heuvelink;  Maria Ruiperez Gonzalez;  Milan Kilibarda;  Aleksandar Blagotić;  Wei Shangguan;  Marvin N. Wright;  Xiaoyuan Geng;  Bernhard Bauer-Marschallinger;  Mario Antonio Guevara;  Rodrigo Vargas;  Robert A. MacMillan;  Niels H. Batjes;  Johan G. B. Leenaars;  Eloi Ribeiro;  Ichsani Wheeler;  Stephan Mantel;  Bas Kempen
Adobe PDF(6789Kb)  |  View/Download:83/6
 
High Resolution Mapping of Soil Properties Using Remote Sensing Variables in South-Western Burkina Faso: A Comparison of Machine Learning and Multiple Linear Regression Models [期刊论文]
PLOS ONE, 2017-01-01, 12 (1
Gerald Forkuor;  Ozias K. L. Hounkpatin;  Gerhard Welp;  Michael Thiel
Adobe PDF(2149Kb)  |  View/Download:63/35
 
Mapping the montane cloud forest of Taiwan using 12 year MODIS-derived ground fog frequency data [期刊论文]
PLOS ONE, 2017-01-01, 12 (2
Hans Martin Schulz;  Ching-Feng Li;  Boris Thies;  Shih-Chieh Chang;  Jörg Bendix
Adobe PDF(3624Kb)  |  View/Download:17/5
 
Computational Visual Stress Level Analysis of Calcareous Algae Exposed to Sedimentation [期刊论文]
PLOS ONE, 2016-01-01, 11 (6
Jonas Osterloff;  Ingunn Nilssen;  Ingvar Eide;  Marcia Abreu de Oliveira Figueiredo;  Frederico Tapajós de Souza Tâmega;  Tim W. Nattkemper
Adobe PDF(5751Kb)  |  View/Download:11/0
 
Selecting Optimal Random Forest Predictive Models: A Case Study on Predicting the Spatial Distribution of Seabed Hardness [期刊论文]
PLOS ONE, 2016-01-01, 11 (2
Jin Li;  Maggie Tran;  Justy Siwabessy
Adobe PDF(4346Kb)  |  View/Download:13/1
 
A Comparative Assessment of the Influences of Human Impacts on Soil Cd Concentrations Based on Stepwise Linear Regression, Classification and Regression Tree, and Random Forest Models [期刊论文]
PLOS ONE, 2016-01-01, 11 (3
Lefeng Qiu;  Kai Wang;  Wenli Long;  Ke Wang;  Wei Hu;  Gabriel S. Amable
Adobe PDF(3136Kb)  |  View/Download:9/3
 
3D Participatory Sensing with Low-Cost Mobile Devices for Crop Height Assessment – A Comparison with Terrestrial Laser Scanning Data [期刊论文]
PLOS ONE, 2016-01-01, 11 (4
Sabrina Marx;  Martin Hämmerle;  Carolin Klonner;  Bernhard Höfle
Adobe PDF(2787Kb)  |  View/Download:3/0
 
Applying GIS and Machine Learning Methods to Twitter Data for Multiscale Surveillance of Influenza [期刊论文]
PLOS ONE, 2016-01-01, 11 (7
Chris Allen;  Ming-Hsiang Tsou;  Anoshe Aslam;  Anna Nagel;  Jean-Mark Gawron
Adobe PDF(1491Kb)  |  View/Download:1/1
 
Ultrahigh Dimensional Variable Selection for Interpolation of Point Referenced Spatial Data: A Digital Soil Mapping Case Study [期刊论文]
PLOS ONE, 2016-01-01, 11 (9
Benjamin R. Fitzpatrick;  David W. Lamb;  Kerrie Mengersen
Adobe PDF(1115Kb)  |  View/Download:21/8
 
Seeing It All: Evaluating Supervised Machine Learning Methods for the Classification of Diverse Otariid Behaviours [期刊论文]
PLOS ONE, 2016-01-01, 11 (12
Monique A. Ladds;  Adam P. Thompson;  David J. Slip;  David P. Hocking;  Robert G. Harcourt
Adobe PDF(2488Kb)  |  View/Download:20/0
 

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