Improving the Spatial Prediction of Soil Organic Carbon Stocks in a Complex Tropical Mountain Landscape by Methodological Specifications in Machine Learning Approaches

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

(2015) Kennedy Were et al.   ECOLOGICAL INDICATORS

Forest carbon in Italian forests: Stocks, inherent variability and predictability using NFI data

(2015) Patrizia Gasparini et al.   FOREST ECOLOGY AND MANAGEMENT

Do more detailed environmental covariates deliver more accurate soil maps?

(2015) A. Samuel-Rosa et al.   GEODERMA

Sampling for regression-based digital soil mapping: Closing the gap between statistical desires and operational applicability

(2015) Mareike Ließ   Spatial Statistics

Soil nutrient stock dynamics and land-use management of annuals, perennials and pastures after slash-and-burn in the Southern Ecuadorian Andes

(2014) Etienne Bahr et al.   AGRICULTURE ECOSYSTEMS & ENVIRONMENT

Spatial prediction of soil organic matter content integrating artificial neural network and ordinary kriging in Tibetan Plateau

(2014) Fuqiang Dai et al.   ECOLOGICAL INDICATORS

Scale-dependency of LiDAR derived terrain attributes in quantitative soil-landscape modeling: Effects of grid resolution vs. neighborhood extent

(2014) J.J. Maynard et al.   GEODERMA

Distribution and landscape controls of organic layer thickness and carbon within the Alaskan Yukon River Basin

(2014) Neal J. Pastick et al.   GEODERMA

Evaluation of modelling approaches for predicting the spatial distribution of soil organic carbon stocks at the national scale

(2014) M.P. Martin et al.   GEODERMA

Soil carbon stocks vary predictably with altitude in tropical forests: Implications for soil carbon storage

(2013) Wouter I.J. Dieleman et al.   GEODERMA

Are fine resolution digital elevation models always the best choice in digital soil mapping?

(2012) Stefano Cavazzi et al.   GEODERMA

Uncertainty in the spatial prediction of soil texture

(2011) Mareike Ließ et al.   GEODERMA

A Large and Persistent Carbon Sink in the World's Forests

(2011) Y. Pan et al.   SCIENCE

Digital soil mapping in southern Ecuador

(2010) Mareike Liess et al.   Erdkunde

Impact of tropical land-use change on soil organic carbon stocks - a meta-analysis

(2010) AXEL DON et al.   GLOBAL CHANGE BIOLOGY

Elevation effects on the carbon budget of tropical mountain forests (S Ecuador): the role of the belowground compartment

(2010) GERALD MOSER et al.   GLOBAL CHANGE BIOLOGY

Multi-scale digital terrain analysis and feature selection for digital soil mapping

(2009) Thorsten Behrens et al.   GEODERMA

Soil organic carbon concentrations and stocks on Barro Colorado Island — Digital soil mapping using Random Forests analysis

(2008) R. Grimm et al.   GEODERMA

A working guide to boosted regression trees

(2008) J. Elith et al.   JOURNAL OF ANIMAL ECOLOGY

Placing soil-genesis and transport processes into a landscape context: A multiscale terrain-analysis approach

(2008) Markus Möller et al.   JOURNAL OF PLANT NUTRITION AND SOIL SCIENCE