Instance-based transfer learning for soil organic carbon estimation

Contemporary machine learning applications in agriculture: Quo Vadis?

(2022) Atif Mahmood et al.   CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE

Pre-trained deep learning-based classification of jujube fruits according to their maturity level

(2022) Atif Mahmood et al.   NEURAL COMPUTING & APPLICATIONS

Evaluation of Landsat 8 image pansharpening in estimating soil organic matter using multiple linear regression and artificial neural networks

(2022) Abdelkrim Bouasria et al.   Geo-Spatial Information Science

Machine Learning in Agriculture: A Comprehensive Updated Review

(2021) Lefteris Benos et al.   SENSORS

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

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

Changing soil organic carbon with land use and management practices in a thousand-year cultivation region

(2021) Xiaoqian Niu et al.   AGRICULTURE ECOSYSTEMS & ENVIRONMENT

Machine learning techniques for acid sulfate soil mapping in southeastern Finland

(2021) Virginia Estévez et al.   GEODERMA

Pre-Earthquake Ionospheric Perturbation Identification Using CSES Data via Transfer Learning

(2021) Pan Xiong et al.   Frontiers in Environmental Science

Machine learning in space and time for modelling soil organic carbon change

(2020) G. B. M. Heuvelink et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Development of pedotransfer functions by machine learning for prediction of soil electrical conductivity and organic carbon content

(2020) K.K. Benke et al.   GEODERMA

Transfer learning to localise a continental soil vis-NIR calibration model

(2019) J. Padarian et al.   GEODERMA

Machine Learning Approaches to Develop Pedotransfer Functions for Tropical Sri Lankan Soils

(2019) M.H.J.P. Gunarathna et al.   Water

Transfer Learning for Soil Spectroscopy Based on Convolutional Neural Networks and Its Application in Soil Clay Content Mapping Using Hyperspectral Imagery

(2018) Lanfa Liu et al.   SENSORS

Soil organic matter as sole indicator of soil degradation

(2017) S.E. Obalum et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

LUCAS Soil, the largest expandable soil dataset for Europe: a review

(2017) A. Orgiazzi et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

A Soil Bulk Density Pedotransfer Function Based on Machine Learning: A Case Study with the NCSS Soil Characterization Database

(2017) Amanda Ramcharan et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

SoilGrids250m: Global gridded soil information based on machine learning

(2017) Tomislav Hengl et al.   PLoS One

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

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

(2016) Brendan P. Malone et al.   GEODERMA

Computing the Two-Sided Kolmogorov-Smirnov Distribution

(2015) Richard Simard et al.   Journal of Statistical Software

Persistence of soil organic matter as an ecosystem property

(2011) Michael W. I. Schmidt et al.   NATURE

Soil type classification and estimation of soil properties using support vector machines

(2009) Miloš Kovačević et al.   GEODERMA

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING