Comparison of feature selection methods for mapping soil organic matter in subtropical restored forests

Patterns and driving factors of biomass carbon and soil organic carbon stock in the Indian Himalayan region

(2021) Jitendra Ahirwal et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Effects of land use and land cover on soil erosion control in southern China: Implications from a systematic quantitative review

(2021) Jia Chen et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

C-STABILITY an innovative modeling framework to leverage the continuous representation of organic matter

(2021) Julien Sainte-Marie et al.   Nature Communications

Impacts of climate change scenarios on European ash tree (Fraxinus excelsior L.) in Turkey

(2021) Tugrul Varol et al.   FOREST ECOLOGY AND MANAGEMENT

Hyperspectral band selection and modeling of soil organic matter content in a forest using the Ranger algorithm

(2021) Yuanyuan Shi et al.   PLoS One

Enhancing the accuracy of machine learning models using the super learner technique in digital soil mapping

(2021) Ruhollah Taghizadeh-Mehrjardi et al.   GEODERMA

Extended model prediction of high-resolution soil organic matter over a large area using limited number of field samples

(2020) Zhengyong Zhao et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Mapping soil organic carbon and clay using remote sensing to predict soil workability for enhanced climate change adaptation

(2020) S.S. Paul et al.   GEODERMA

Soil organic matter stoichiometry as indicator for peatland degradation

(2020) Jens Leifeld et al.   Scientific Reports

Tamm Review: Influence of forest management activities on soil organic carbon stocks: A knowledge synthesis

(2020) Mathias Mayer et al.   FOREST ECOLOGY AND MANAGEMENT

The effect of climate on leaf micromorphological characteristics in some broad-leaved species

(2020) Hakan Sevik et al.   ENVIRONMENT DEVELOPMENT AND SUSTAINABILITY

Assessing spatial variability of soil organic carbon and total nitrogen in eroded hilly region of subtropical China

(2020) Jing Zhang et al.   PLoS One

Prediction of soil organic carbon and the C:N ratio on a national scale using machine learning and satellite data: A comparison between Sentinel-2, Sentinel-3 and Landsat-8 images

(2020) Tao Zhou et al.   SCIENCE OF THE TOTAL ENVIRONMENT

An integrated method of selecting environmental covariates for predictive soil depth mapping

(2019) Yuan-yuan LU et al.   Journal of Integrative Agriculture

An XGBoost-based physical fitness evaluation model using advanced feature selection and Bayesian hyper-parameter optimization for wearable running monitoring

(2019) Junqi Guo et al.   Computer Networks

Assessment of multi-wavelength SAR and multispectral instrument data for forest aboveground biomass mapping using random forest kriging

(2019) Lin Chen et al.   FOREST ECOLOGY AND MANAGEMENT

Topographic metric predictions of soil redistribution and organic carbon in Iowa cropland fields

(2018) Xia Li et al.   CATENA

Estimating soil organic carbon stocks using different modelling techniques in the semi-arid rangelands of eastern Australia

(2018) Bin Wang et al.   ECOLOGICAL INDICATORS

Spatial prediction of soil water retention in a Páramo landscape: Methodological insight into machine learning using random forest

(2018) Carlos M. Guio Blanco et al.   GEODERMA

Feature selection approaches for predictive modelling of groundwater nitrate pollution: An evaluation of filters, embedded and wrapper methods

(2018) V.F. Rodriguez-Galiano et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Combining Fractional Order Derivative and Spectral Variable Selection for Organic Matter Estimation of Homogeneous Soil Samples by VIS–NIR Spectroscopy

(2018) Yongsheng Hong et al.   Remote Sensing

Evaluating the capability of the Sentinel 2 data for soil organic carbon prediction in croplands

(2018) Fabio Castaldi et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

National soil organic carbon estimates can improve global estimates

(2018) U.W.A. Vitharana et al.   GEODERMA

Assessment of spatial hybrid methods for predicting soil organic matter using DEM derivatives and soil parameters

(2018) Panagiotis Tziachris et al.   CATENA

Digital mapping of soil carbon fractions with machine learning

(2018) Hamza Keskin et al.   GEODERMA

Ensembles for feature selection: A review and future trends

(2018) Verónica Bolón-Canedo et al.   Information Fusion

A high resolution map of soil types and physical properties for Cyprus: A digital soil mapping optimization

(2017) Corrado Camera et al.   GEODERMA

Ensemble feature selection: Homogeneous and heterogeneous approaches

(2017) B. Seijo-Pardo et al.   KNOWLEDGE-BASED SYSTEMS

Digital soil mapping: A brief history and some lessons

(2016) Budiman Minasny et al.   GEODERMA

S-World: A Global Soil Map for Environmental Modelling

(2016) Jetse J. Stoorvogel et al.   LAND DEGRADATION & DEVELOPMENT

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

(2016) Mareike Ließ et al.   PLoS One

An assessment of erosivity distribution and its influence on the effectiveness of land use conversion for reducing soil erosion in Jiangxi, China

(2015) Linlin Xiao et al.   CATENA

Impact of multi-scale predictor selection for modeling soil properties

(2015) Bradley A. Miller et al.   GEODERMA

Feature Selection with theBorutaPackage

(2015) Miron B. Kursa et al.   Journal of Statistical Software

Holistic environmental soil-landscape modeling of soil organic carbon

(2014) Xiong Xiong et al.   ENVIRONMENTAL MODELLING & SOFTWARE

SoilGrids1km — Global Soil Information Based on Automated Mapping

(2014) Tomislav Hengl et al.   PLoS One

High carbon dioxide uptake by subtropical forest ecosystems in the East Asian monsoon region

(2014) Guirui Yu et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Robust rank aggregation for gene list integration and meta-analysis

(2012) Raivo Kolde et al.   BIOINFORMATICS

A support vector machine-recursive feature elimination feature selection method based on artificial contrast variables and mutual information

(2012) Xiaohui Lin et al.   JOURNAL OF CHROMATOGRAPHY B-ANALYTICAL TECHNOLOGIES IN THE BIOMEDICAL AND LIFE SCIENCES

Uncertainty in the spatial prediction of soil texture

(2011) Mareike Ließ et al.   GEODERMA

The Influence of Feature Selection Methods on Accuracy, Stability and Interpretability of Molecular Signatures

(2011) Anne-Claire Haury et al.   PLoS One

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

(2009) Thorsten Behrens et al.   GEODERMA

The effects of topography on forest soil characteristics in the Oregon Cascade Mountains (USA): Implications for the effects of climate change on soil properties

(2008) R.P. Griffiths et al.   FOREST ECOLOGY AND MANAGEMENT