Semi-supervised learning for the spatial extrapolation of soil information

Hyperspectral Image Labeling and Classification Using an Ensemble Semi-Supervised Machine Learning Approach

(2022) Vidya Manian et al.   SENSORS

Semi-supervised learning for data-driven soft-sensing of biological and chemical processes

(2022) Erik Esche et al.   CHEMICAL ENGINEERING SCIENCE

Improving the predictions of soil properties from VNIR–SWIR spectra in an unlabeled region using semi-supervised and active learning

(2021) Nikolaos L. Tsakiridis et al.   GEODERMA

Using environmental variables and Fourier Transform Infrared Spectroscopy to predict soil organic carbon

(2021) Maryam Ghebleh Goydaragh et al.   CATENA

Multi-view classification with semi-supervised learning for SAR target recognition

(2021) Yukun Zhang et al.   SIGNAL PROCESSING

Predicting into unknown space? Estimating the area of applicability of spatial prediction models

(2021) Hanna Meyer et al.   Methods in Ecology and Evolution

Digital mapping of soil classes using spatial extrapolation with imbalanced data

(2021) Mehrnaz Neyestani et al.   Geoderma Regional

Digital mapping of GlobalSoilMap soil properties at a broad scale: A review

(2021) Songchao Chen 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

Extrapolation of a structural equation model for digital soil mapping

(2020) M.E. Angelini et al.   GEODERMA

Predicting and Mapping of Soil Organic Carbon Using Machine Learning Algorithms in Northern Iran

(2020) Mostafa Emadi et al.   Remote Sensing

Multi-task convolutional neural networks outperformed random forest for mapping soil particle size fractions in central Iran

(2020) R. Taghizadeh-Mehrjardi et al.   GEODERMA

Effect of the accuracy of topographic data on improving digital soil mapping predictions with limited soil data: An application to the Iranian loess plateau

(2020) Sedigheh Maleki et al.   CATENA

Hypotheses, machine learning and soil mapping

(2020) Alexandre M.J.-C. Wadoux et al.   GEODERMA

Improving the spatial prediction of soil salinity in arid regions using wavelet transformation and support vector regression models

(2020) Ruhollah Taghizadeh-Mehrjardi et al.   GEODERMA

A self-training semi-supervised machine learning method for predictive mapping of soil classes with limited sample data

(2020) Lei Zhang et al.   GEODERMA

Disaggregating and updating a legacy soil map using DSMART, fuzzy c-means and k-means clustering algorithms in Central Iran

(2019) Mojtaba Zeraatpisheh et al.   GEODERMA

A survey on semi-supervised learning

(2019) Jesper E. van Engelen et al.   MACHINE LEARNING

Supervised and Semi-Supervised Self-Organizing Maps for Regression and Classification Focusing on Hyperspectral Data

(2019) Felix M. Riese et al.   Remote Sensing

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

(2019) Mojtaba Zeraatpisheh et al.   CATENA

The extrapolation of soil great groups using multinomial logistic regression at regional scale in arid regions of Iran

(2018) Farideh Abbaszadeh Afshar 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

A semi-supervised generative framework with deep learning features for high-resolution remote sensing image scene classification

(2017) Wei Han et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A Survey on semi-supervised feature selection methods

(2017) Razieh Sheikhpour et al.   PATTERN RECOGNITION

Retrieving pedologist's mental model from existing soil map and comparing data mining tools for refining a larger area map under similar environmental conditions in Southeastern Brazil

(2016) Sérgio Henrique Godinho Silva et al.   GEODERMA

Soil mapping, classification, and pedologic modeling: History and future directions

(2016) Eric C. Brevik et al.   GEODERMA

Comparing regression-based digital soil mapping and multiple-point geostatistics for the spatial extrapolation of soil data

(2016) Brendan P. Malone et al.   GEODERMA

Primary vegetation succession and the serpentine syndrome: the proglacial area of the Verra Grande glacier, North-Western Italian Alps

(2016) Michele E. D’Amico et al.   PLANT AND SOIL

Estimation of croplands using indicator kriging and fuzzy classification

(2015) Alessandra Fagioli da Silva et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Machine learning for predicting soil classes in three semi-arid landscapes

(2015) Colby W. Brungard et al.   GEODERMA

Scaling Up Graph-Based Semisupervised Learning via Prototype Vector Machines

(2015) Kai Zhang et al.   IEEE Transactions on Neural Networks and Learning Systems

Digital Mapping of Soil Classes Using Decision Tree and Auxiliary Data in the Ardakan Region, Iran

(2014) R. Taghizadeh-Mehrjardi et al.   ARID LAND RESEARCH AND MANAGEMENT

Constructing a soil class map of Denmark based on the FAO legend using digital techniques

(2013) Kabindra Adhikari et al.   GEODERMA

Digital mapping of soil salinity in Ardakan region, central Iran

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

Extrapolação das relações solo-paisagem a partir de uma área de referência

(2012) Alexandre ten Caten et al.   CIENCIA RURAL

Spatial prediction of USDA- great soil groups in the arid Zarand region, Iran: comparing logistic regression approaches to predict diagnostic horizons and soil types

(2012) A. Jafari et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Spatial disaggregation of complex soil map units: A decision-tree based approach in Bavarian forest soils

(2012) Tim Häring et al.   GEODERMA

A methodology for digital soil mapping in poorly-accessible areas

(2012) A.H. Cambule et al.   GEODERMA

Multi-scale Modeling of Soil Series Using Remote Sensing in a Wetland Ecosystem

(2012) Jongsung Kim et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

The corrected VIF (CVIF)

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

Spatial prediction of soil classes using digital terrain analysis and multinomial logistic regression modeling integrated in GIS: Examples from Vestfold County, Norway

(2009) Misganu Debella-Gilo et al.   CATENA

Multi-process Late Quaternary landscape evolution modelling reveals lags in climate response over small spatial scales

(2009) A. J. A. M. Temme et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Semi-Supervised Learning (Chapelle, O. et al., Eds.; 2006) [Book reviews]

(2009) O. Chapelle et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Extrapolating regional soil landscapes from an existing soil map: Sampling intensity, validation procedures, and integration of spatial context

(2007) Clovis Grinand et al.   GEODERMA