Enhancing the accuracy of machine learning models using the super learner technique in digital soil mapping
出版年份 2021 全文链接
标题
Enhancing the accuracy of machine learning models using the super learner technique in digital soil mapping
作者
关键词
Super learner, Model-agnostic, Digital soil mapping, Saline soils, Urmia Playa Lake, Iran
出版物
GEODERMA
Volume 399, Issue -, Pages 115108
出版商
Elsevier BV
发表日期
2021-04-16
DOI
10.1016/j.geoderma.2021.115108
参考文献
相关参考文献
注意：仅列出部分参考文献，下载原文获取全部文献信息。- 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.
Add your recorded webinar
Do you already have a recorded webinar? Grow your audience and get more views by easily listing your recording on Peeref.
Upload NowBecome a Peeref-certified reviewer
The Peeref Institute provides free reviewer training that teaches the core competencies of the academic peer review process.
Get Started