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Collective Prediction of Individual Mobility Traces for Users with Short Data History [期刊论文]
PLOS ONE, 2017-01-01, 12 (1
Bartosz Hawelka;  Izabela Sitko;  Pavlos Kazakopoulos;  Euro Beinat
Adobe PDF(3035Kb)  |  View/Download:16/5
 
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:59/33
 
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
 
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
 
Improving the Spatial Prediction of Soil Organic Carbon Stocks in a Complex Tropical Mountain Landscape by Methodological Specifications in Machine Learning Approaches [期刊论文]
PLOS ONE, 2016-01-01, 11 (4
Mareike Ließ;  Johannes Schmidt;  Bruno Glaser
Adobe PDF(4501Kb)  |  View/Download:6/6
 
Modeling Dynamic Systems with Efficient Ensembles of Process-Based Models [期刊论文]
PLOS ONE, 2016-01-01, 11 (4
Nikola Simidjievski;  Ljupčo Todorovski;  Sašo Džeroski
Adobe PDF(1132Kb)  |  View/Download:0/0
 
Systematic Artifacts in Support Vector Regression-Based Compound Potency Prediction Revealed by Statistical and Activity Landscape Analysis [期刊论文]
PLOS ONE, 2015-01-01, 10 (3
Jenny Balfer;  Jürgen Bajorath
Adobe PDF(1740Kb)  |  View/Download:0/0
 
Towards Quantitative Spatial Models of Seabed Sediment Composition [期刊论文]
PLOS ONE, 2015-01-01, 10 (11
David Stephens;  Markus Diesing
Adobe PDF(9406Kb)  |  View/Download:2/1
 

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