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

Improved digital soil mapping with multitemporal remotely sensed satellite data fusion: A case study in Iran

(2020) Solmaz Fathololoumi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Digital mapping of soil organic carbon using ensemble learning model in Mollisols of Hyrcanian forests, northern Iran

(2020) Samaneh Tajik et al.   Geoderma Regional

Model averaging for mapping topsoil organic carbon in France

(2020) Songchao Chen et al.   GEODERMA

Improving the Spatial Prediction of Soil Organic Carbon Content in Two Contrasting Climatic Regions by Stacking Machine Learning Models and Rescanning Covariate Space

(2020) Ruhollah Taghizadeh-Mehrjardi et al.   Remote Sensing

Fine-Resolution Mapping of Soil Total Nitrogen across China Based on Weighted Model Averaging

(2019) Yue Zhou et al.   Remote Sensing

Selecting appropriate machine learning methods for digital soil mapping

(2019) Yones Khaledian et al.   APPLIED MATHEMATICAL MODELLING

Conventional and digital soil mapping in Iran: Past, present, and future

(2019) Mojtaba Zeraatpisheh et al.   CATENA

Pedoclimatic zone-based three-dimensional soil organic carbon mapping in China

(2019) Xiao-Dong Song et al.   GEODERMA

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

(2018) Bin Wang et al.   ECOLOGICAL INDICATORS

Using Super Learner Prediction Modeling to Improve High-dimensional Propensity Score Estimation

(2018) Richard Wyss et al.   EPIDEMIOLOGY

Stacked generalization: an introduction to super learning

(2018) Ashley I. Naimi et al.   EUROPEAN JOURNAL OF EPIDEMIOLOGY

Impact of irrigated agriculture on groundwater-recharge salinity: a major sustainability concern in semi-arid regions

(2018) Stephen Foster et al.   HYDROGEOLOGY JOURNAL

Predicting posttraumatic stress disorder following a natural disaster

(2018) Anthony J. Rosellini et al.   JOURNAL OF PSYCHIATRIC RESEARCH

Pedogenic evidence of Urmia Lake's maximum expansion in the late Quaternary

(2018) Nikou Hamzehpour et al.   CATENA

Digital mapping of soil properties using multiple machine learning in a semi-arid region, central Iran

(2018) Mojtaba Zeraatpisheh et al.   GEODERMA

Digital mapping of soil carbon fractions with machine learning

(2018) Hamza Keskin et al.   GEODERMA

Comparing the efficiency of digital and conventional soil mapping to predict soil types in a semi-arid region in Iran

(2017) Mojtaba Zeraatpisheh et al.   GEOMORPHOLOGY

Assimilation of optical and radar remote sensing data in 3D mapping of soil properties over large areas

(2017) Laura Poggio et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Artificial bee colony feature selection algorithm combined with machine learning algorithms to predict vertical and lateral distribution of soil organic matter in South Dakota, USA

(2017) Ruhollah Taghizadeh-Mehrjardi et al.   Carbon Management

Digital mapping of soil organic carbon at multiple depths using different data mining techniques in Baneh region, Iran

(2016) R. Taghizadeh-Mehrjardi et al.   GEODERMA

Digital mapping for cost-effective and accurate prediction of the depth and carbon stocks in Indonesian peatlands

(2016) Rudiyanto et al.   GEODERMA

An overview and comparison of machine-learning techniques for classification purposes in digital soil mapping

(2016) Brandon Heung et al.   GEODERMA

Optimal Spatial Prediction Using Ensemble Machine Learning

(2016) Molly Margaret Davies et al.  

Optimal Spatial Prediction Using Ensemble Machine Learning

(2016) Molly Margaret Davies et al.   International Journal of Biostatistics

Mapping Soil Properties of Africa at 250 m Resolution: Random Forests Significantly Improve Current Predictions

(2015) Tomislav Hengl et al.   PLoS One

Digital mapping of soil salinity in Ardakan region, central Iran

(2013) R. Taghizadeh-Mehrjardi et al.   GEODERMA

Predicting soil properties in the tropics

(2011) Budiman Minasny et al.   EARTH-SCIENCE REVIEWS

The corrected VIF (CVIF)

(2010) José Dias Curto et al.   JOURNAL OF APPLIED STATISTICS

The ConMap approach for terrain-based digital soil mapping

(2009) T. Behrens et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Geochemistry characterization of groundwater in an agricultural area of Razan, Hamadan, Iran

(2008) Mohsen Jalali   Environmental geology.