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2026
Conditioned 3D DeepKriging with locally varying anisotropy
Computers & Geosciences
2026
Reducing bias in cropland soil organic carbon and clay predictions using Sentinel-2 composites and data balancing
Remote Sensing of Environment
2026
Investigation of Spatial Determinants of Urban Growth Dynamics in Eight Indian Metropolitan Cities
Journal of Urban Planning and Development
2026
Can environmental clustering reveal soil profile patterns? A depth-based approach at field scale
CATENA
2025
Advanced Groundwater Forecasting: AI-driven Optimization for Accurate Resource Mapping
Earth Systems and Environment
2025
Improving spatial interpolation for anomaly analysis in presence of sparse, clustered or imprecise data sets
Journal of Geochemical Exploration
2025
Aboveground biomass mapping of Canada with SAR and optical satellite observations aided by active learning
ISPRS Journal of Photogrammetry and Remote Sensing
2025
Houston, we have a problem: Can satellite information bridge the climate-related data gap?
Latin American Journal of Central Banking
2025
High‐Resolution Projections of Urban Heat Island Intensity in Greater Kuala Lumpur Using Machine Learning and CMIP6 GCMs
International Journal of Climatology
2025
Strontium isoscapes for provenance, mobility and migration: the way forward
Royal Society Open Science
2025
Modeling and mapping spatial distribution of baseline soil organic carbon stock, a case of West Hararghe, Oromia Regional State, Eastern Ethiopia
Geology, Ecology, and Landscapes
2025
Advancing Iron Ore Grade Estimation: A Comparative Study of Machine Learning and Ordinary Kriging
Minerals
2025
Blending daily satellite precipitation product and rain gauges using stacking ensemble machine learning with the consideration of spatial heterogeneity
Journal of Hydrology
2025
Floristic vs. Dominant Classification Approaches Applied to Geospatial Modeling of Mixed and Broadleaf Forest Types in the Northwestern Caucasus (Russia)
Forests
2025
Integrating Eco-DRR into landslide susceptibility assessment: The critical role of eco-environmental factors
Journal of Environmental Management
2025
The influence of cloud cover on elevation-dependent warming over the Tibetan Plateau from 1984 to 2022
Atmospheric Research
2025
Digital Terrain Analysis
2025
Soil moisture variability of typical mixed forests in the north-south climatic transitional zone of China
Journal of Environmental Management
2025
Digital Terrain Analysis
2025
Online analysis of Amazon's soils through reflectance spectroscopy and cloud computing can support policies and the sustainable development
Journal of Environmental Management
2025
Refined insights into Africa's plant-soil diversity interplay
Environmental and Sustainability Indicators
2025
Probabilistic evaluation of enterprises' fraudulent report in pollutant levels based on machine learning: a case of hazardous waste generation quantity
Resources, Conservation and Recycling
2025
Climate Warming and Soil Drying Lead to a Reduction of Riverine Dissolved Organic Carbon in China
Global Biogeochemical Cycles
2025
Prediction of anthropogenic 129I in the South China Sea based on machine learning
Journal of Environmental Radioactivity
2025
Water Footprints
2025
Climate warming plays an important role in dissolved organic carbon loss in deep soil layers across China
CATENA
2025
Toward accurate forecasting of renewable energy: Building datasets and benchmarking machine learning models for solar and wind power in France
Environmental Data Science
2025
Beyond Limits: Enhancing the Extrapolation Performance of Regression Models by Leaving the Boundary Out
Machine Learning
2025
Machine learning-based mapping of Acidobacteriota and Planctomycetota using 16 S rRNA gene metabarcoding data across soils in Russia
Scientific Reports
2025
A Novel Dynamic Edge-Adjusted Graph Attention Network for Fire Alarm Data Mining and Prediction
Mathematics
2025
Hydraulic Microhabitats at a Regulated River Confluence Influence Chinook Salmon Migratory Routing During Drought
Ecohydrology
2025
Geostatistical Predictive Model of Drought Severity: A Case Study of Southern Portugal
Mathematical Geosciences
2025
Spatial-temporal pattern and attribution factors of Yellow River’s streamflow seasonality and inter-annual variability
Journal of Hydrology: Regional Studies
2025
Machine‐learning based spatiotemporal prediction of soil moisture in a grassland hillslope
Vadose Zone Journal
2025
Toward improving global rice yield reference dataset compilation through machine learning: Insights from training data selection and random forest analysis
Journal of Agricultural Meteorology
2025
A Modulated Mineral Prospectivity Mapping of Orogenic Gold Mineralization, Pietersburg Greenstone Belt, South Africa: Exploration Targeting from a Mineral Systems Approach
Natural Resources Research
2025
Hyperspectral Soil Heavy Metal Prediction via Privileged-Informed Residual Correction
Remote Sensing
2025
A systematic evaluation of advanced machine learning models for nickel contamination management in soil using spectral data
Journal of Hazardous Materials Advances
2025
Predictive soil map of Slovakia: a digital twin for decision makers
International Journal of Environmental Studies
2025
Mapping global distributions, environmental controls, and uncertainties of apparent topsoil and subsoil organic carbon turnover times
Earth System Science Data
2025
Crop yields are not greater outside centers of origin
One Earth
2025
Machine Learning-Based Evaluation of Seasonal and Spatial Variations in Soil Quality Across Agroecological Zones of Lagos State, Nigeria
Journal of Agricultural Science and Technology
2025
Integrating explainable machine learning to predict the ecological niche distribution of Cytospora chrysosperma in Xinjiang, China
Forest Ecology and Management
2025
Spatio-Temporal Time Series Forecasting Using an Iterative Kernel-Based Regression
INFORMS Journal on Data Science
2025
Natural factor-based spatial prediction and source apportionment of typical heavy metals in Chinese surface soil: Application of machine learning models
Environmental Pollution
2025
On the use of adversarial validation for quantifying dissimilarity in geospatial machine learning prediction
GIScience & Remote Sensing
2025
Observed Distribution and Predicted Further Spread of Araujia sericifera From Europe to the Southern Caspian Sea Coast
Weed Research
2025
Unlocking the nonlinear TOD-metro ridership relationship: A novel machine learning approach embedding spatiotemporal heterogeneity
Journal of Transport Geography
2025
Evaluation of Machine Learning Models to Improve Daily Precipitation Estimations From Orbital Remote Sensing and Reanalysis Data
International Journal of Climatology
2025
Advancing sustainable agricultural: A novel framework for mapping annual 30-m resolution national-level irrigated croplands
International Journal of Applied Earth Observation and Geoinformation
2025
Spatial Downscaling of GRACE Groundwater Storage Based on DTW Distance Clustering and an Analysis of Its Driving Factors
Remote Sensing
2025
Integrating pollution indices, spatial interpolation, and machine learning for soil contamination analysis along the Zarqa River, Jordan
Environmental Monitoring and Assessment
2025
An investigation into the interaction between water deficit and injury of sugarcane borer (Lepidoptera: Crambidae) in the gas exchange parameters and spectral reflectance of sugarcane
Journal of the Science of Food and Agriculture
2025
Alzheimer’s Disease Dementia Prevalence in the United States: A County-Level Spatial Machine Learning Analysis
American Journal of Alzheimer's Disease & Other Dementias®
2025
Relating surface water dynamics in wetlands and lakes to spatial variability in hydrologic signatures
Wetlands Ecology and Management
2025
Mapping Soil Available Nitrogen Using Crop-Specific Growth Information and Remote Sensing
Agriculture
2025
SMPD-MERG: A Hybrid Downscaling Model for High-Resolution Daily Precipitation Estimation via Merging Surface Soil Moisture and Multisource Precipitation Data
IEEE Transactions on Geoscience and Remote Sensing
2025
Improving the accuracy of gridded snow depth estimation through multi-source data and a machine learning fusion model
Scientific Reports
2025
High-Resolution Mapping and Spatiotemporal Dynamics of Cropland Soil Temperature in the Huang-Huai-Hai Plain, China (2003–2020)
Remote Sensing
2025
Characterizing Role of Spatial Features in Improving Mangrove Classification—A Case Study over the Mesoamerican Reef Region
Remote Sensing
2025
Machine Learning Approach for Soil Organic Carbon Prediction Using Auxiliary Environmental Variables in Agricultural Lands
Eurasian Soil Science
2025
Optimization of Soil Particle Size Mapping Incorporating Spatial Autocorrelation and Attribute Similarity
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
2025
Combinations of distributional regression algorithms with application in uncertainty estimation of corrected satellite precipitation products
Machine Learning with Applications
2025
Spatial analysis of soil quality in agricultural land using machine learning and environmental covariates: A case study of Khuzestan Province
Soil and Tillage Research
2025
Spatial distribution and risk assessment of heavy metal in coastal waters of China
Marine Environmental Research
2025
Toward intelligent tunnel construction: The universal discontinuity index for rapid probabilistic prediction of progressive batch rock-block failure—A theoretical, numerical, and experimental validation framework
Tunnelling and Underground Space Technology
2025
Data-Driven Estimation of Reference Evapotranspiration in Paraguay from Geographical and Temporal Predictors
Applied Sciences
2025
Degradable film mulching increases soil carbon sequestration in major Chinese dryland agroecosystems
Nature Communications
2025
Empirical estimation of saturated soil-paste electrical conductivity in the EU using pedotransfer functions and Quantile Regression Forests: A mapping approach based on LUCAS topsoil data
Geoderma
2025
Spatial prediction of soil organic carbon stocks across contrasting Andean basins, Peru
Geoderma Regional
2025
A Hybrid Framework for Soil Property Estimation from Hyperspectral Imaging
Remote Sensing
2025
Machine learning of Antarctic firn density by combining radiometer and scatterometer remote-sensing data
The Cryosphere
2025
Influences of Sampling Design and Model Selection on Predictions of Chemical Compounds in Petroferric Formations in the Brazilian Amazon
Remote Sensing
2025
A minimal machine-learning glacier mass balance model
The Cryosphere
2025
Does digital soil mapping prediction performance of soil texture improve when adding uncertain field texture estimates? A study based on clay content
Geoderma
2025
Understanding the Spatial Differentiation and Driving Mechanisms of Human Settlement Satisfaction Using Geographically Explainable Machine Learning: A Case Study of Xiamen’s Urban Physical Examination
Land
2025
Ensemble Machine Learning Geostatistical Hybrid Models for Grade Control
Mathematical Geosciences
2025
Testing spatial interpolation methods for deep-time organic carbon burial in epicontinental seas by taking Sunda Shelf as an example
Marine Geology
2025
Importance ranking of data and model uncertainties in quantile regression forest-based spatial predictions when data are sparse, imprecise and clustered
Ecological Informatics
2025
Remotely sensed tree mortality rates in mesic forests of the US Southwest during an extended drought
Forest Ecology and Management
2025
Spatial-machine learning framework for rapid identification of soil cadmium risk in high geochemical background areas
Journal of Hazardous Materials
2025
A review of time series forecasting and spatio-temporal series forecasting in deep learning
The Journal of Supercomputing
2025
Unmanned Aerial Vehicles Applicability to Mapping Soil Properties Under Homogeneous Steppe Vegetation
Land
2025
Geographical Gaussian Process Regression: A Spatial Machine‐Learning Model Based on Spatial Similarity
Geographical Analysis
2025
Digital Terrain Analysis
2025
Improved estimation of soil organic carbon stock in subtropical cropland of Southern China based on digital soil mapping and multi-sources data
Geo-spatial Information Science
2025
Advanced three-dimensional prediction model based on stable machine learning for soil pollution: A case study from a contaminated site in Southern China
Journal of Hazardous Materials
2025
Identification and validation of immune and diagnostic biomarkers for interstitial cystitis/painful bladder syndrome by integrating bioinformatics and machine-learning
Frontiers in Immunology
2025
A dissimilarity-adaptive cross-validation method for evaluating geospatial machine learning predictions with clustered samples
Ecological Informatics
2025
Predicting the distribution of common wild mammal species across Europe - are there sufficient occurrence data?
European Journal of Wildlife Research
2025
Incorporating Spatial Information for Regionalization of Environmental Parameters in Machine Learning Models
Mathematical Geosciences
2025
Advancing coastal wetland management: a combined UAV-satellite approach for Spartina alterniflora aboveground biomass estimation using interpretable machine learning
International Journal of Digital Earth
2025
Potential of random forest machine learning algorithm for geological mapping using PALSAR and Sentinel-2A remote sensing data: A case study of Tsagaan-uul area, southern Mongolia
Journal of Asian Earth Sciences: X
2025
Can Moran Eigenvectors Improve Machine Learning of Spatial Data? Insights From Synthetic Data Validation
Geographical Analysis
2025
A method for quantifying uncertainty in spatially interpolated meteorological data with application to daily maximum air temperature
Geoscientific Model Development
2025
Optimization of feature inputs in machine learning-based multi-source precipitation merging
Journal of Hydrology
2025
Predicting the isotopic composition of precipitation in China via interpretable machine learning techniques
Journal of Hydrology
2025
Response Analysis of Terrestrial Water Storage Components to Drought Based on Random Forests During 2011–2020 in Yunnan, China
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
2025
An assessment of spatial random forests for environmental mapping: the case of groundwater nitrate concentration
Environmental Modelling & Software
2025
Spatiotemporal prediction of soil organic carbon density in Europe (2000–2022) using earth observation and machine learning
PeerJ
2025
Mapping of Hulun Buir steppe topsoil bulk density based on different sets of predictors
CATENA
2025
Effect of bin width on variogram model accuracy: a case study of teak tree volume specific to Solomon clone in Tawau, Sabah, Malaysia
Forest Science and Technology
2025
Comparative evaluation of machine learning models for UAV-derived biomass estimation in Miombo Woodlands
Earth Science Informatics
2025
The genetic architecture and spatiotemporal dynamics of adaptation across human‐modified landscapes
New Phytologist
2025
GA-Optimized Sampling for Soil Type Mapping in Plain Areas: Integrating Legacy Maps and Multisource Covariates
Agronomy
2025
Carbon Storage by Siberian Larch in the Upper Treeline Ecotone in the Polar Urals
Russian Journal of Ecology
2025
Rooting depth projections of global plant functional types and driving factors analysis based on a hybrid modeling framework
Ecological Indicators
2025
Human-AI interaction: Machine learning-based geostatistical hybrid models
Applied Soft Computing
2025
BoxRF: A New Machine Learning Algorithm for Grade Estimation
Applied Sciences
2025
Ensemble machine learning for predicting soil hydraulic properties in semi-arid regions
Modeling Earth Systems and Environment
2025
Graph neural networks for house price prediction: do or don’t?
International Journal of Data Science and Analytics
2025
Estimates of Annual Carbon Dioxide Fluxes from the Soil of Spruce Forests of the Ural-Carbon Carbon Supersite based on Incomplete Time Series using Classical Regression Approaches and Machine Learning
Russian Journal of Ecology
2025
Exploration of 3D Coal Seam Geological Modeling Visualization and Gas Content Prediction Technology Based on Borehole Data
Energy Science & Engineering
2025
Digital uprating of the soil organic carbon map of Slovakia
International Journal of Environmental Studies
2025
Geo-Mamba: A data-driven Mamba framework for spatiotemporal modeling with multi-source geographic factor integration
International Journal of Applied Earth Observation and Geoinformation
2025
Comparison of Machine Learning and Geostatistical Methods on Mapping Soil Organic Carbon Density in Regional Croplands and Visualizing Its Location‐Specific Dominators via Interpretable Model
Land Degradation & Development
2025
Spatial data intelligence and city metaverse: A review
Fundamental Research
2025
Divergent patterns and determinants of resistance and resilience in short and tall forests across global drylands
Environmental Research Letters
2025
Temporal and Spatial Upscaling with PlanetScope Data: Predicting Relative Canopy Dieback in the Piñon-Juniper Woodlands of Utah
Remote Sensing
2025
Predicting aquaculture potential of an essential shrimp via species distribution models in China under climate change
Aquaculture Reports
2025
Mapping landslide susceptibility with the consideration of spatial heterogeneity and factor optimization
Natural Hazards
2025
Seasonal Temperature and Precipitation Patterns in Caucasus Landscapes
Atmosphere
2025
Explainable Artificial Intelligence Estimation of Maximum Dry Density in Soil Compaction Based on Basic Soil Properties and Compaction Energy
Transportation Infrastructure Geotechnology
2025
Heuristic Feature Engineering for Enhancing Neural Network Performance in Spatiotemporal Traffic Prediction
Computers, Materials & Continua
2025
Projections of streamflow intermittence under climate change in European drying river networks
Hydrology and Earth System Sciences
2025
Assessing the Impact of Urban Spatial Form on Land Surface Temperature Using Random Forest—Taking Beijing as a Case Study
Land
2025
Method to Establish Intense Rainfall Equations Based in Geoprocessing
Environmental Modeling & Assessment
2025
Assessing future changes in Baltic sea extreme wave heights using a machine learning approach
Theoretical and Applied Climatology
2025
Ensemble learning for uncertainty estimation with application to the correction of satellite precipitation products
Machine Learning: Earth
2025
Fusion of LSTM-Based Vertical-Gradient Prediction and 3D Kriging for Greenhouse Temperature Field Reconstruction
Agriculture
2025
Guiding riparian vegetation planting with machine learning
Journal of Ecohydraulics
2025
Advancing from historical precipitation reconstruction to real-time monitoring: Satellite-gauge fusion with near-real-time data gap-filling accounting for latency periods
Journal of Hydrology
2025
Simplified random forest models predict reference-condition water chemistry as well as more complex models
Freshwater Science
2025
Understanding vehicle availability patterns using census data with spatially-hybrid machine learning models
Case Studies on Transport Policy
2025
Spatially Constrained Variational Autoencoder for Geochemical Data Denoising and Uncertainty Quantification
Journal of Earth Science
2025
A hybrid deep learning model for O3 forecasting and explaining in the Yangtze River Delta Region of China
Science of The Total Environment
2025
Digital soil mapping based on the similarity of geographic environment over spatial neighborhoods
International Journal of Digital Earth
2025
Geostatistically Enhanced Learning for Supervised Classification of Wall-Rock Alteration Using Assay Grades of Trace Elements and Sulfides
Minerals
2025
Towards a Quantitative Estimate of Anthropogenic Subsoil Compaction in European Croplands Based on National Soil Surveys
European Journal of Soil Science
2025
Springer Series in Geomechanics and Geoengineering
2025
18F-FDG PET/CT-based Radiomics Analysis of Different Machine Learning Models for Predicting Pathological Highly Invasive Non-small Cell Lung Cancer
Academic Radiology
2025
Machine Learning and Gaussian Mixture Model for Delineating Soil Cadmium Risk Zones
Ecosystem Health and Sustainability
2025
Global Land Use Change Impacts on Soil Nitrogen Availability and Environmental Losses
Environmental Science & Technology
2025
Predictive utility of artificial intelligence on schizophrenia treatment outcomes: A systematic review and meta-analysis
Neuroscience & Biobehavioral Reviews
2025
Constructing the 3D spatial distribution of PM2.5 concentrations during the 2022 Beijing Winter Olympics using LiDAR vertical observation networks and machine learning models
Environment International
2025
Evaluating the potential of oxygen isoscapes for tropical timber tracing
Forest Ecology and Management
2025
Simulatenous Estimation of Categorical and Continuous Variables with DeepKriging
Natural Resources Research
2025
Understanding forest fragmentation dynamics and identifying drivers for forest cover loss using random forest models to develop effective forest management strategies in North-East India
Results in Engineering
2025
Spatial analysis of telematics-based surrogate safety measures
Journal of Safety Research
2025
Using the farmers’ knowledge on soils improves local digital soil mapping products: A case study in South India
Geoderma
2025
Household energy carbon emissions and energy inefficiency in high-altitude urban areas: Evidence from Qinghai Province, China
Sustainable Futures
2025
Comparison of Artificial Neural network (ANN) models and conventional GIS methods to interpolate high-resolution maps of sediment contamination in the Detroit River
Journal of Great Lakes Research
2025
Machine Learning to Retrieve Gap-Free Land Surface Temperature from Infrared Atmospheric Sounding Interferometer Observations
Remote Sensing
2024
Data-Driven Modeling of Lateral and Cracking Loads in Confined Masonry Walls Using Machine Learning
Buildings
2024
Prediction of Degraded Infrastructure Conditions for Railway Operation
Sensors
2024
HypeAIR: A novel framework for real-time low-cost sensor calibration for air quality monitoring in smart cities
Ecological Informatics
2024
Predicting Cost Impacts of Nonconformances in Construction Projects Using Interpretable Machine Learning
Journal of Construction Engineering and Management
2024
Inferring arsenic anomalies indirectly using airborne hyperspectral imaging – Implication for gold prospecting along the Rise and Shine Shear Zone in New Zealand
Journal of Geochemical Exploration
2024
Anomaly Detection in Railway Sensor Data Environments: State-of-the-Art Methods and Empirical Performance Evaluation
Sensors
2024
Spatially-aware station based car-sharing demand prediction
Journal of Transport Geography
2024
Global Ecosystem Nitrogen Cycling Reciprocates Between Land‐Use Conversion and Its Reversal
Global Change Biology
2024
Linear and Non-Linear Regression Methods for the Prediction of Lower Facial Measurements from Upper Facial Measurements
Mathematical and Computational Applications
2024
Mapping Field-Level Maize Yields in Ethiopian Smallholder Systems Using Sentinel-2 Imagery
Remote Sensing
2024
Technical note: Extending sea level time series for the analysis of extremes with statistical methods and neighbouring station data
Ocean Science
2024
Research on the spatial pattern distribution of soil selenium using machine learning methods integrating geographic proximity in complex terrain
Journal of Soils and Sediments
2024
Fusing daily snow water equivalent from 1980 to 2020 in China using a spatiotemporal XGBoost model
Journal of Hydrology
2024
Predicting the suitable habitat distribution of berry plants under climate change
Landscape Ecology
2024
Evaluating spatially enabled machine learning approaches to depth to bedrock mapping, Alberta, Canada
PLOS ONE
2024
Reference soil groups map of Ethiopia based on legacy data and machine learning-technique: EthioSoilGrids 1.0
SOIL
2024
Patterns and driving factors of soil organic carbon sequestration efficiency under various manure regimes across Chinese croplands
Agriculture, Ecosystems & Environment
2024
Spatial distribution pattern and health risk of groundwater contamination by cadmium, manganese, lead and nitrate in groundwater of an arid area
Environmental Geochemistry and Health
2024
Patterns of tropical forest understory temperatures
Nature Communications
2024
Machine learning-assisted risk evaluation of heavy metals in the Hainan gold mining region, China
Environmental Monitoring and Assessment
2024
A dual-ways feature fusion mechanism enhancing active learning based on TextCNN
Intelligent Data Analysis
2024
Prediction of hourly wind speed time series at unsampled locations using machine learning
Energy
2024
Using geostatistics and machine learning models to analyze the influence of soil nutrients and terrain attributes on lead prediction in forest soils
Modeling Earth Systems and Environment
2024
Finer soil properties mapping framework for broad-scale area: A case study of Hubei Province, China
Geoderma
2024
Low-Cost CO2 NDIR Sensors: Performance Evaluation and Calibration Using Machine Learning Techniques
Sensors
2024
A data science approach to climate change risk assessment applied to pluvial flood occurrences for the United States and Canada
ASTIN Bulletin
2024
An Interpretable Multi-Model Machine Learning Approach for Spatial Mapping of Deep-Sea Polymetallic Nodule Occurrences
Natural Resources Research
2024
Uncertainty estimation of machine learning spatial precipitation predictions from satellite data
Machine Learning: Science and Technology
2024
Estimation of soil organic matter content by combining Zhuhai-1 hyperspectral and Sentinel-2A multispectral images
Computers and Electronics in Agriculture
2024
Analyzing spatial heterogeneity of ridesourcing usage determinants using explainable machine learning
Journal of Transport Geography
2024
Projected seasonal flooding in Canada under climate change with statistical and machine learning
Journal of Hydrology: Regional Studies
2024
A method to improve the prediction performance of cancer-gene association by screening negative training samples through gene network data
Computational Biology and Chemistry
2024
Evaluation of the prediction effectiveness for geochemical mapping using machine learning methods: A case study from northern Guangdong Province in China
Science of The Total Environment
2024
2024 IEEE 48th Annual Computers, Software, and Applications Conference (COMPSAC)
2024
Heavy metals concentration in soils across the conterminous USA: Spatial prediction, model uncertainty, and influencing factors
Science of The Total Environment
2024
Quantifying the Impact of Future Climate Change on Flood Susceptibility: An Integration of CMIP6 Models, Machine Learning, and Remote Sensing
Journal of Water Resources Planning and Management
2024
Multiple pathway exposure risks and driving factors of heavy metals in soil-crop system in a Pb/Zn smelting city, China
Journal of Cleaner Production
2024
Flow intermittence prediction using a hybrid hydrological modelling approach: influence of observed intermittence data on the training of a random forest model
Hydrology and Earth System Sciences
2024
Relationships among six urban air pollutants and identification of pollution types – A case study of Chinese cities above prefecture level
Atmospheric Pollution Research
2024
Establishing flood thresholds for sea level rise impact communication
Nature Communications
2024
Using Random Forest Regression to Model the Spatial Distribution of Concentrations of Selected Metals in Groundwater in Forested Areas of the Wielkopolska National Park, Poland
Forests
2024
Valid Model-Free Spatial Prediction
Journal of the American Statistical Association
2024
Do machine learning methods improve prediction of ambient air pollutants with high spatial contrast? A systematic review
Environmental Research
2024
Trans-Saharan migratory patterns in Vanessa cardui and evidence for a southward leapfrog migration
iScience
2024
Prediction of Ground Vibration at Surface for Ring Blasting in Sublevel Stoping Through Empirical Approach, k-Nearest Neighbor, and Random Forest Model
Mining, Metallurgy & Exploration
2024
Effect of measurement error in wet chemistry soil data on the calibration and model performance of pedotransfer functions
Geoderma
2024
Modelling Europe-wide fine resolution daily ambient temperature for 2003–2020 using machine learning
Science of The Total Environment
2024
Analyses of groundwater level in a data-scarce region based on assessed precipitation products and machine learning
Groundwater for Sustainable Development
2024
Springer Optimization and Its Applications
2024
A flexible likelihood-based neural network extension of the classic spatio-temporal model
Spatial Statistics
2024
Spatial Prediction of Apartment Rent using Regression-Based and Machine Learning-Based Approaches with a Large Dataset
The Journal of Real Estate Finance and Economics
2024
Genetics of suicide ideation. A role for inflammation and neuroplasticity?
European Archives of Psychiatry and Clinical Neuroscience
2024
Classifying rock types by geostatistics and random forests in tandem
Machine Learning: Science and Technology
2024
Three-dimensional space and time mapping reveals soil organic matter decreases across anthropogenic landscapes in the Netherlands
Communications Earth & Environment
2024
Random forests with spatial proxies for environmental modelling: opportunities and pitfalls
Geoscientific Model Development
2024
A review of predictive uncertainty estimation with machine learning
Artificial Intelligence Review
2024
Evaluating the extrapolation potential of random forest digital soil mapping
Geoderma
2024
Monthly electricity consumption data at 1 km × 1 km grid for 280 cities in China from 2012 to 2019
Scientific Data
2024
Interpreting the spatial distribution of soil properties with a physically-based distributed hydrological model
Geoderma Regional
2024
IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium
2024
Using spatial analysis and variable selection of traffic violations to determine crash frequency
Transportmetrica A: Transport Science
2024
Modeling groundwater redox conditions at national scale through integration of sediment color and water chemistry in a machine learning framework
Science of The Total Environment
2024
Trait selection strategy in multi-trait GWAS: Boosting SNP discoverability
Human Genetics and Genomics Advances
2024
Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering
2024
MOFs with the Stability for Practical Gas Adsorption Applications Require New Design Rules
ACS Applied Materials & Interfaces
2024
Mixed method analysis of anthropogenic groundwater contamination of drinking water sources in Malawi
Science of The Total Environment
2024
Development of land use regression, dispersion, and hybrid models for prediction of outdoor air pollution exposure in Barcelona
Science of The Total Environment
2024
Modelling and prediction of major soil chemical properties with Random Forest: Machine learning as tool to understand soil-environment relationships in Antarctica
CATENA
2024
A spatial machine learning model developed from noisy data requires multiscale performance evaluation: Predicting depth to bedrock in the Delaware river basin, USA
Environmental Modelling & Software
2024
Improved mapping of heavy metals in agricultural soils using machine learning augmented with spatial regionalization indices
Journal of Hazardous Materials
2024
Using local ensemble models and Landsat bare soil composites for large-scale soil organic carbon maps in cropland
Geoderma
2024
GeoShapley: A Game Theory Approach to Measuring Spatial Effects in Machine Learning Models
Annals of the American Association of Geographers
2024
Precipitation data merging via machine learning: Revisiting conceptual and technical aspects
Journal of Hydrology
2024
Assessing the impact of structural modifications in the construction of surveillance network for Peste des petits ruminants disease in Nigeria: The role of backbone and sentinel nodes
PLOS ONE
2024
From Crops to Kilowatts: An Empirical Study on Farmland Conversion to Solar Photovoltaic Systems in Kushida River Basin, Japan
Geographies
2024
Predicting trail condition using random forest models in urban-proximate nature reserves
Environmental Challenges
2024
Strontium isoscape of sub-Saharan Africa allows tracing origins of victims of the transatlantic slave trade
Nature Communications
2024
Spatial Analysis of Picea schrenkiana var. tianschanica: Biomass in the Tianshan Mountains, Xinjiang
Forests
2024
A random forest model to predict soil organic carbon storage in mangroves from Southern Colombian Pacific coast
Estuarine, Coastal and Shelf Science
2024
Dominance and rarity in tree communities across the globe: Patterns, predictors and threats
Global Ecology and Biogeography
2024
Comparative study of interpolation methods for low-density sampling
Precision Agriculture
2024
Algoritmo de machine learning para mapeamento das chuvas extremas em uma Região do Nordeste Brasileiro
Revista Brasileira de Climatologia
2024
Predicting the Bioaccessibility of Soil Cd, Pb, and As with Advanced Machine Learning for Continental-Scale Soil Environmental Criteria Determination in China
Environment & Health
2024
Ambivalent effects of mass cultivation of biodiesel producible green alga Tetraselmis striata on a microbial ecosystem: Evidence from mesocosm experiments
Algal Research
2024
Forest Height and Aboveground Biomass Mapping by synergistic use of GEDI and Sentinel Data using Random Forest Algorithm in the Indian Himalayan Region
Journal of the Indian Society of Remote Sensing
2024
Data-driven determination of plant growth stages for improved weather index insurance design
Agricultural Finance Review
2024
Spatial prediction of soil organic carbon: Combining machine learning with residual kriging in an agricultural lowland area (Lombardy region, Italy)
Geoderma
2024
Greenness, air pollution, and temperature exposure effects in predicting premature mortality and morbidity: A small-area study using spatial random forest model
Science of The Total Environment
2024
Applications of artificial intelligence and bioinformatics methodologies in the analysis of ocular biofluid markers: a scoping review
Graefe's Archive for Clinical and Experimental Ophthalmology
2024
Predicting species abundance using machine learning approach: a comparative assessment of random forest spatial variants and performance metrics
Modeling Earth Systems and Environment
2024
Spatial Prediction of Soil Micronutrients using Supervised Self-Organizing Maps
Journal of Agriculture and Food Research
2024
Spatial prediction of lime requirements by adjusting aluminium saturation in Sub-Saharan Africa croplands
Science of The Total Environment
2024
Spatial Interpolation of Seasonal Precipitations Using Rain Gauge Data and Convection‐Permitting Regional Climate Model Simulations in a Complex Topographical Region
International Journal of Climatology
2024
Evaluation of Synthetic-Temporal Imagery as an Environmental Covariate for Digital Soil Mapping: A Case Study in Soils under Tropical Pastures
Resources
2024
Advanced Statistical Methods in Process Monitoring, Finance, and Environmental Science
2024
Mapping benthic sediment types and composition in a turbid Jamaican bay using hydroacoustic data and different spatially explicit interpolation techniques
Regional Studies in Marine Science
2024
Exploring fine-scale urban landscapes using satellite data to predict the distribution of Aedes mosquito breeding sites
International Journal of Health Geographics
2024
Fire Reduces Soil Nitrate Retention While Increasing Soil Nitrogen Production and Loss Globally
Environmental Science & Technology
2024
Evaluation of the lithium resource in the Smackover Formation brines of southern Arkansas using machine learning
Science Advances
2024
Effect of training sample size, sampling design and prediction model on soil mapping with proximal sensing data for precision liming
Precision Agriculture
2024
Leveraging AI techniques for predicting spatial distribution and determinants of carbon emission in China's Yangtze River Delta
Scientific Reports
2024
Predicting wetland soil properties using machine learning, geophysics, and soil measurement data
Journal of Soils and Sediments
2024
Using algorithmic game theory to improve supervised machine learning: A novel applicability approach in flood susceptibility mapping
Environmental Science and Pollution Research
2024
Proceedings of the 5th ACM SIGSPATIAL International Workshop on Spatial Computing for Epidemiology
2024
Reconstructing high-resolution groundwater level data using a hybrid random forest model to quantify distributed groundwater changes in the Indus Basin
Journal of Hydrology
2024
GeoRF: a geospatial random forest
Data Mining and Knowledge Discovery
2024
Spatial pattern and controlling factors of soil organic carbon density in a typical karst province, China
Soil and Tillage Research
2024
Quantitative Assessment of Future Environmental Changes in Hydrological Risk Components: Integration of Remote Sensing, Machine Learning, and Hydraulic Modeling
Water
2024
Machine learning for cyanobacteria inversion via remote sensing and AlgaeTorch in the Třeboň fishponds, Czech Republic
Science of The Total Environment
2024
A Comprehensive Evaluation of Machine Learning Algorithms for Digital Soil Organic Carbon Mapping on a National Scale
Applied Sciences
2024
Explainable artificial intelligence framework for urban global digital elevation model correction based on the SHapley additive explanation-random forest algorithm considering spatial heterogeneity and factor optimization
International Journal of Applied Earth Observation and Geoinformation
2024
Spatiotemporal stacking method with daily‐cycle restrictions for reconstructing missing hourly PM2.5 records
Transactions in GIS
2024
Random forest and spatial cross-validation performance in predicting species abundance distributions
Environmental Systems Research
2024
BIS-4D: mapping soil properties and their uncertainties at 25 m resolution in the Netherlands
Earth System Science Data
2024
Space-time modelling of soil organic carbon stock change at multiple scales: Case study from Hungary
Geoderma
2024
quantile-forest: A Python Package for Quantile Regression Forests
Journal of Open Source Software
2024
Comparison of linear, generalized additive models and machine learning algorithms for spatial climate interpolation
Theoretical and Applied Climatology
2024
Spatiotemporal Monitoring of Cropland Soil Organic Carbon Changes From Space
Global Change Biology
2024
Spatial extension of soil water regime variables derived from soil moisture values using geomorphological variables in Hungary
Hungarian Geographical Bulletin
2024
Continental scale spatial temporal interpolation of near-surface air temperature: do 1 km hourly grids for Australia outperform regional and global reanalysis outputs?
Climate Dynamics
2024
Priority areas identification for arable soil pollution prevention based on the accumulative risk of heavy metals
Science of The Total Environment
2024
Assessing and mapping of soil organic carbon at multiple depths in the semi-arid Trans-Ural steppe zone
Geoderma Regional
2024
Mapping soil thickness by accounting for right‐censored data with survival probabilities and machine learning
European Journal of Soil Science
2024
Downscaling and merging multiple satellite precipitation products and gauge observations using random forest with the incorporation of spatial autocorrelation
Journal of Hydrology
2024
Multi-source precipitation estimation using machine learning: Clarification and benchmarking
Journal of Hydrology
2024
A threshold by any other name: is 5 minutes of wake “long” enough to degrade sleep quality?
SLEEP
2024
Random Forest Spatial-Temporal and State Space Models to Assess the Impact of Bushfire-Induced Aerosol Events on Ozone Depletion in Australia
Applied Sciences
2024
Visualizing preferential flow paths using dye tracer and species diversity theory methods to explore their correlation to soil properties with random forest algorithm
Journal of Hydrology
2024
Remote Sensing of Clouds and the Atmosphere XXIX
2024
IPB-MSA&SO4: a daily 0.25° resolution dataset of in situ-produced biogenic methanesulfonic acid and sulfate over the North Atlantic during 1998–2022 based on machine learning
Earth System Science Data
2024
Modeling wildland fire burn severity in California using a spatial Super Learner approach
Environmental and Ecological Statistics
2024
Spatial temperature prediction—a machine learning and GIS perspective
Theoretical and Applied Climatology
2023
Citation network analysis of geostatistical and machine learning based spatial prediction
Spatial Information Research
2023
Soil Organic Carbon Stock Prediction: Fate under 2050 Climate Scenarios, the Case of Eastern Ethiopia
Sustainability
2023
A century and a half precipitation oxygen isoscape for China generated using data fusion and bias correction
Scientific Data
2023
Large-area soil mapping based on environmental similarity with adaptive consideration of spatial distance to samples
Geoderma
2023
Predicting wildfire ignition causes in Southern France using eXplainable Artificial Intelligence (XAI) methods
Environmental Research Letters
2023
Estimation and uncertainty analysis of groundwater quality parameters in a coastal aquifer under seawater intrusion: a comparative study of deep learning and classic machine learning methods
Environmental Science and Pollution Research
2023
Temperature impact on the economic growth effect: method development and model performance evaluation with subnational data in China
EPJ Data Science
2023
Active Learning for Efficient Soil Monitoring in Large Terrain with Heterogeneous Sensor Network
Sensors
2023
High-resolution grids of daily air temperature for Peru - the new PISCOt v1.2 dataset
Scientific Data
2023
Machine learning-based inversion for acoustic impedance with large synthetic training data: Workflow and data characterization
GEOPHYSICS
2023
Random Forest Spatial Prediction Modeling Based on Multi-Scale Geographic Environment Variables
Statistics and Application
2023
Evaluation of the RF-MEP Method for Merging Multiple Gridded Precipitation Products in the Chongqing City, China
Remote Sensing
2023
Improving spatio-temporal precipitation estimates in data scarce river basins: an application of machine learning-based multi-source data merging
Stochastic Environmental Research and Risk Assessment
2023
Proceedings e report
2023
Modeling the Effects of Drivers on PM2.5 in the Yangtze River Delta with Geographically Weighted Random Forest
Remote Sensing
2023
Spatial prediction using random forest spatial interpolation with sample augmentation: a case study for precipitation mapping
Earth Science Informatics
2023
Prediction of spatio-temporal AQI data
Communications for Statistical Applications and Methods
2023
Merging Satellite and Gauge-Measured Precipitation Using LightGBM With an Emphasis on Extreme Quantiles
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
2023
Grapevine stem water potential seasonal curves: response to meteorological conditions, and association to yield and red wine quality
Agricultural and Forest Meteorology
2023
Dynamics of standing deadwood in Austrian forests under varying forest management and climatic conditions
Journal of Applied Ecology
2023
A spatio-temporal analysis investigating completeness and inequalities of global urban building data in OpenStreetMap
Nature Communications
2023
Defining urban soil geochemical backgrounds: A review for application to the French context
Journal of Geochemical Exploration
2023
Probabilistic prediction by means of the propagation of response variable uncertainty through a Monte Carlo approach in regression random forest: Application to soil moisture regionalization
Frontiers in Environmental Science
2023
Public Investment in Hazard Mitigation: Effectiveness and the Role of Community Diversity
Economics of Disasters and Climate Change
2023
Predictive geochemical mapping using machine learning in western Kenya
Geoderma Regional
2023
Improving digital soil mapping in Bogor, Indonesia using parent material information
Geoderma Regional
2023
Progress on spatial prediction methods for soil particle-size fractions
Journal of Geographical Sciences
2023
Exploring the Effects of Climate Change on Farming System Choice: A Farm-Level Space-for-Time Approach
Land
2023
Causal inference from cross-sectional earth system data with geographical convergent cross mapping
Nature Communications
2023
A machine learning and geostatistical hybrid method to improve spatial prediction accuracy of soil potentially toxic elements
Stochastic Environmental Research and Risk Assessment
2023
Merging machine learning and geostatistical approaches for spatial modeling of geoenergy resources
International Journal of Coal Geology
2023
Modeling the distribution of headwater streams using topoclimatic indices, remote sensing and machine learning.
Journal of Hydrology X
2023
Predicting the spatial distribution of stable isotopes in precipitation using a machine learning approach: a comparative assessment of random forest variants
GEM - International Journal on Geomathematics
2023
Extracting the pickpocketing information implied in the built environment by treating it as the anomalies
Cities
2023
A new global C-band vegetation optical depth product from ASCAT: Description, evaluation, and inter-comparison
Remote Sensing of Environment
2023
Machine learning in environmental radon science
Applied Radiation and Isotopes
2023
Explainable neural networks for trait‐based multispecies distribution modelling—A case study with butterflies and moths
Methods in Ecology and Evolution
2023
Impact of meteorological parameters on soil radon at Kolkata, India: investigation using machine learning techniques
Environmental Science and Pollution Research
2023
Three-dimensional spatial prediction of Zn in the soil of a former tire manufacturing plant using machine learning and readily attainable multisource auxiliary data
Environmental Pollution
2023
High-Resolution Digital Soil Maps of Forest Soil Nitrogen across South Korea Using Three Machine Learning Algorithms
Forests
2023
Upscaling field-measured seasonal ground vegetation patterns with Sentinel-2 images in boreal ecosystems
International Journal of Remote Sensing
2023
Site Index Estimation Using Airborne Laser Scanner Data in Eucalyptus dunnii Maide Stands in Uruguay
Forests
2023
Assessing Spatial Variation and Driving Factors of Available Phosphorus in a Hilly Area (Gaozhou, South China) Using Modeling Approaches and Digital Soil Mapping
Agriculture
2023
Comparing different machine‐learning techniques to date Nile Delta sediments based on portable X‐ray fluorescence data
Geoarchaeology
2023
The distribution of cadmium in soil and cacao beans in Peru
Science of The Total Environment
2023
A reliable Bayesian neural network for the prediction of reservoir thickness with quantified uncertainty
Computers & Geosciences
2023
Machine learning-aided reliability analysis of rainfall-induced landslide of root-reinforced slopes
Canadian Geotechnical Journal
2023
Exploring 20-year applications of geostatistics in precision agriculture in Brazil: what’s next?
Precision Agriculture
2023
Spatial+: A new cross-validation method to evaluate geospatial machine learning models
International Journal of Applied Earth Observation and Geoinformation
2023
Modelling land condition to augment Land Degradation Neutrality assessments - The succulent Karoo biome of South Africa as a case study
Journal of Arid Environments
2023
Estimation of particulate matter concentrations in Türkiye using a random forest model based on satellite AOD retrievals
Stochastic Environmental Research and Risk Assessment
2023
Projections for obesity, smoking and hypertension based on multiple imputation
Scandinavian Journal of Public Health
2023
Field evaluation of semi‐automated moisture estimation from geophysics using machine learning
Vadose Zone Journal
2023
Geopedology
2023
Applicability of machine learning models for predicting soil organic carbon content and bulk density under different soil conditions
Soil Science Annual
2023
Spatial predictions of tree density and tree height across Mexico forests using ensemble learning and forest inventory data
Ecology and Evolution
2023
Predicting spatial distribution of stable isotopes in precipitation by classical geostatistical- and machine learning methods
Journal of Hydrology
2023
A novel spatiotemporal prediction method based on fuzzy Transform: Application to demographic balance data
Information Sciences
2023
High-Resolution Precipitation Modeling in Complex Terrains Using Hybrid Interpolation Techniques: Incorporating Physiographic and MODIS Cloud Cover Influences
Remote Sensing
2023
Machine Learning for heat radiation modeling of bi- and polydisperse particle systems including walls
Particuology
2023
Consequences of spatial structure in soil–geomorphic data on the results of machine learning models
Geocarto International
2023
Spatial or Random Cross-Validation? The Effect of Resampling Methods in Predicting Groundwater Salinity with Machine Learning in Mediterranean Region
Water
2023
TRANCO: Thermo radiometric normalization of crop observations
International Journal of Applied Earth Observation and Geoinformation
2023
Hybrid Modeling of Persistent Shoreline Oil Residues on Abu Ali Island, Saudi Arabia: Extent, Degree, and Remediation Implications
Journal of Marine Science and Engineering
2023
Spatial Interpolation of Soil Temperature and Water Content in the Land-Water Interface Using Artificial Intelligence
Water
2023
Three Common Machine Learning Algorithms Neither Enhance Prediction Accuracy Nor Reduce Spatial Autocorrelation in Residuals: An Analysis of Twenty‐five Socioeconomic Data Sets
Geographical Analysis
2023
Development of machine learning-based reference evapotranspiration model for the semi-arid region of Punjab, India
Journal of Agriculture and Food Research
2023
Geographically Optimal Similarity
Mathematical Geosciences
2023
Estimating daily air temperature and pollution in Catalonia: A comprehensive spatiotemporal modelling of multiple exposures
Environmental Pollution
2023
A MISR-Based Method for the Estimation of Particle Size Distribution: Comparison with AERONET over China
Journal of Remote Sensing
2023
Indirect Prediction of Salt Affected Soil Indicator Properties through Habitat Types of a Natural Saline Grassland Using Unmanned Aerial Vehicle Imagery
Land
2023
Modelling tree diameter of less commonly planted tree species in New Zealand using a machine learning approach
Forestry: An International Journal of Forest Research
2023
Unmanned Aerial Systems for Monitoring Soil, Vegetation, and Riverine Environments
2023
Machine learning to predict the antimicrobial activity of cold atmospheric plasma-activated liquids
Machine Learning: Science and Technology
2023
Digital mapping of the global soil δ15N at 0.1° × 0.1° resolution using random forest regression with climate classification
Ecological Indicators
2023
A methodology for calibrating parameters in discrete element models based on machine learning surrogates
Computational Particle Mechanics
2023
Comparison of new computational methods for spatial modelling of malaria
Malaria Journal
2023
2023 Advanced Computing and Communication Technologies for High Performance Applications (ACCTHPA)
2023
A site amplification model for Switzerland based on site-condition indicators and incorporating local response as measured at seismic stations
Bulletin of Earthquake Engineering
2023
SAMA: Spatially-Aware Model-Agnostic Machine Learning Framework for Geophysical Data
IEEE Access
2023
A Comparative Analysis of Machine Learning Techniques for National Glacier Mapping: Evaluating Performance through Spatial Cross-Validation in Perú
Water
2023
Predicting Monthly Community-Level Radon Concentrations with Spatial Random Forest in the Northeastern and Midwestern United States
Environmental Science & Technology
2023
Random Forests for Spatially Dependent Data
Journal of the American Statistical Association
2023
Spatiotemporal modeling of PM10 via committee method with in-situ and large scale information: Coupling of machine learning and statistical methods
Urban Climate
2023
Assessment of macronutrients status using digital soil mapping techniques: a case study in Maru’ak area in Lorestan Province, Iran
Environmental Monitoring and Assessment
2023
Estimation of Hypoxic Areas in the Western Baltic Sea with Geostatistical Models
Water
2023
Machine learning based estimation of urban on-road CO2 concentration in Seoul
Environmental Research
2023
Accurate Prediction of Soil Heavy Metal Pollution Using an Improved Machine Learning Method: A Case Study in the Pearl River Delta, China
Environmental Science & Technology
2023
Tuning spatial parameters of Geographical Random Forest: the case of agricultural drought
AUC GEOGRAPHICA
2023
A multivariate approach for mapping a soil quality index and its uncertainty in southern France
European Journal of Soil Science
2023
Transferability of Covariates to Predict Soil Organic Carbon in Cropland Soils
Remote Sensing
2023
Integrating GRACE/GRACE Follow-On and Wells Data to Detect Groundwater Storage Recovery at a Small-Scale in Beijing Using Deep Learning
Remote Sensing
2023
Landscape-Scale Long-Term Drought Prevalence Mapping for Small Municipalities Adaptation, the Czech Republic Case Study
Land
2023
Machine learning-based digital mapping of soil organic carbon and texture in the mid-Himalayan terrain
Environmental Monitoring and Assessment
2023
Nonlinear effects of built environment features on metro ridership: An integrated exploration with machine learning considering spatial heterogeneity
Sustainable Cities and Society
2023
Towards an Accurate and Reliable Downscaling Scheme for High-Spatial-Resolution Precipitation Data
Remote Sensing
2023
An Ontology Based Multilayer Perceptron for Object Detection
Computer Systems Science and Engineering
2023
Comparison of Tree-Based Ensemble Algorithms for Merging Satellite and Earth-Observed Precipitation Data at the Daily Time Scale
Hydrology
2023
Global estimates of daily ambient fine particulate matter concentrations and unequal spatiotemporal distribution of population exposure: a machine learning modelling study
The Lancet Planetary Health
2023
Geospatial modelling of lymphatic filariasis and malaria co-endemicity in Nigeria
International Health
2023
An adaptive uncertainty-guided sampling method for geospatial prediction and its application in digital soil mapping
International Journal of Geographical Information Science
2023
Improving spatial predictions of Eucalypt plantation growth by combining interpretable machine learning with the 3-PG model
Frontiers in Forests and Global Change
2023
Spatial modelling of topsoil properties in Romania using geostatistical methods and machine learning
PLOS ONE
2023
2023 International Multi-disciplinary Conference in Emerging Research Trends (IMCERT)
2023
Multi-Type Features Embedded Deep Learning Framework for Residential Building Prediction
ISPRS International Journal of Geo-Information
2023
Computer-Aided Diagnosis of COVID-19 from Chest X-ray Images Using Hybrid-Features and Random Forest Classifier
Healthcare
2023
Comparison of Machine Learning Algorithms for Merging Gridded Satellite and Earth-Observed Precipitation Data
Water
2023
Spatially Explicit Soil Acidification under Optimized Fertilizer Use in Sub-Saharan Africa
Agronomy
2023
Big-data and artificial-intelligence-assisted vault prediction and EVO-ICL size selection for myopia correction
British Journal of Ophthalmology
2022
The Built Environment and Predicting Child Maltreatment: An Application of Random Forests to Risk Terrain Modeling
The Professional Geographer
2022
Scale-Specific Prediction of Topsoil Organic Carbon Contents Using Terrain Attributes and SCMaP Soil Reflectance Composites
Remote Sensing
2022
Protected area personnel and ranger numbers are insufficient to deliver global expectations
Nature Sustainability
2022
Secondary iron ion contamination of water in the water supply network
Desalination and Water Treatment
2022
Generation of Rate-of-Injection (ROI) profile for Computational Fluid Dynamics (CFD) model of Internal Combustion Engine (ICE) using machine learning
Energy and AI
2022
Acceleration and Relocation of Abandonment in a Mediterranean Mountainous Landscape: Drivers, Consequences, and Management Implications
Land
2022
Toward a Robust, Impact‐Based, Predictive Drought Metric
Water Resources Research
2022
Global maps of soil temperature
Global Change Biology
2022
Consideration of spatial heterogeneity in landslide susceptibility mapping using geographical random forest model
Geocarto International
2022
Bioturbation Intensity Modifies the Sediment Microbiome and Biochemistry and Supports Plant Growth in an Arid Mangrove System
Microbiology Spectrum
2022
Combining geospatial abundance and ecological niche models to identify high-priority areas for conservation: The neglected role of broadscale interspecific competition
Frontiers in Ecology and Evolution
2022
A Forest of Forests: A Spatially Weighted and Computationally Efficient Formulation of Geographical Random Forests
ISPRS International Journal of Geo-Information
2022
Geomorphometry and terrain analysis: data, methods, platforms and applications
Earth-Science Reviews
2022
Assessing Machine Learning-Based Prediction under Different Agricultural Practices for Digital Mapping of Soil Organic Carbon and Available Phosphorus
Agriculture
2022
Peatlands spectral data influence in global spectral modelling of soil organic carbon and total nitrogen using visible-near-infrared spectroscopy
Journal of Environmental Management
2022
A two-point machine learning method for the spatial prediction of soil pollution
International Journal of Applied Earth Observation and Geoinformation
2022
National-scale 3D mapping of soil organic carbon in a Japanese forest considering microtopography and tephra deposition
Geoderma
2022
Stochastic Modelling of Mineral Exploration Targets
Mathematical Geosciences
2022
Predicting water quality from geospatial lake, catchment, and buffer zone characteristics in temperate lowland lakes
Science of The Total Environment
2022
Developing meta-heuristic optimization based ensemble machine learning algorithms for hydraulic efficiency assessment of storm water grate inlets
Urban Water Journal
2022
Effects of Soil Map Scales on Estimating Soil Organic Carbon Stocks in Southeastern China
Land
2022
Spatiotemporal Overlap of Baleen Whales and Krill Fisheries in the Western Antarctic Peninsula Region
Frontiers in Marine Science
2022
Machine Learning in the Classification of Pediatric Posterior Fossa Tumors: A Systematic Review
Cancers
2022
The global distribution of known and undiscovered ant biodiversity
Science Advances
2022
A Bayesian Fuzzy Clustering Approach for Design of Precipitation Gauge Network Using Merged Remote Sensing and Ground‐Based Precipitation Products
Water Resources Research
2022
Airborne imaging spectroscopy for assessing land-use effect on soil quality in drylands
ISPRS Journal of Photogrammetry and Remote Sensing
2022
Nearest‐neighbor sparse Cholesky matrices in spatial statistics
WIREs Computational Statistics
2022
Using Random Forest, a machine learning approach to predict nitrogen, phosphorus, and sediment event mean concentrations in urban runoff
Journal of Environmental Management
2022
Combination of Machine Learning and Kriging for Spatial Estimation of Geological Attributes
Natural Resources Research
2022
Random forest for spatialization of daily evapotranspiration (ET0) in watersheds in the Atlantic Forest
Environmental Monitoring and Assessment
2022
High-resolution 3D mapping of cold-water coral reefs using machine learning
Frontiers in Environmental Science
2022
Interpolation-Based Fusion of Sentinel-5P, SRTM, and Regulatory-Grade Ground Stations Data for Producing Spatially Continuous Maps of PM2.5 Concentrations Nationwide over Thailand
Atmosphere
2022
Predicting Soil Textural Classes Using Random Forest Models: Learning from Imbalanced Dataset
Agronomy
2022
Statistical modelling of the ocean environment – A review of recent developments in theory and applications
Marine Structures
2022
Machine learning-based global maps of ecological variables and the challenge of assessing them
Nature Communications
2022
Bhavitus, An Ml-Based Crop Recommendation, Disease Identification, and Fertilizers Recommendation Platform
SSRN Electronic Journal
2022
Stacking machine learning models versus a locally weighted linear model to generate high-resolution monthly precipitation over a topographically complex area
Atmospheric Research
2022
Statistical methods for predicting the spatial abundance of reef fish species
Ecological Informatics
2022
Ensemble random forest filter: An alternative to the ensemble Kalman filter for inverse modeling
Journal of Hydrology
2022
Linear and Machine Learning modelling for spatiotemporal disease predictions: Force-of-Infection of Chagas disease
PLOS Neglected Tropical Diseases
2022
Accounting for analytical and proximal soil sensing errors in digital soil mapping
European Journal of Soil Science
2022
Improving Wheat Yield Prediction Accuracy Using LSTM-RF Framework Based on UAV Thermal Infrared and Multispectral Imagery
Agriculture
2022
Espacialização da Precipitação Diária em Bacias Hidrográficas do Sul do Espírito Santo
Revista Brasileira de Meteorologia
2022
Incorporating Spatial Autocorrelation in Machine Learning Models Using Spatial Lag and Eigenvector Spatial Filtering Features
ISPRS International Journal of Geo-Information
2022
Application GIS and remote sensing for soil organic carbon mapping in a farm-scale in the hilly area of central Vietnam
Air, Soil and Water Research
2022
Fair train-test split in machine learning: Mitigating spatial autocorrelation for improved prediction accuracy
Journal of Petroleum Science and Engineering
2022
Estimating dry biomass and plant nitrogen concentration in pre-Alpine grasslands with low-cost UAS-borne multispectral data – a comparison of sensors, algorithms, and predictor sets
Biogeosciences
2022
The season for large fires in Southern California is projected to lengthen in a changing climate
Communications Earth & Environment
2022
Machine Learning and Remote Sensing Application for Extreme Climate Evaluation: Example of Flood Susceptibility in the Hue Province, Central Vietnam Region
Water
2022
Incorporating egg-transporting pathways into conservation plans of spawning areas: An example of small yellow croaker (Larimichthys polyactis) in the East China Sea zone
Frontiers in Marine Science
2022
The role of spatial scale in drought monitoring and early warning systems: a review
Environmental Reviews
2022
Comparing the prediction performance, uncertainty quantification and extrapolation potential of regression kriging and random forest while accounting for soil measurement errors
Geoderma
2022
The second dimension of spatial association
International Journal of Applied Earth Observation and Geoinformation
2022
Predictive Mapping of Electrical Conductivity and Assessment of Soil Salinity in a Western Türkiye Alluvial Plain
Land
2022
Unsupervised random forest for affinity estimation
Computational Visual Media
2022
Vegetation Monitoring for Mountainous Regions Using a New Integrated Topographic Correction (ITC) of the SCS + C Correction and the Shadow-Eliminated Vegetation Index
Remote Sensing
2022
Urban soil management in the strategies for adaptation to climate change of cities in the Tropical Andes
Geoderma
2022
Evaluating spatial statistical and machine learning models in urban dynamic population mapping
Transactions in Urban Data, Science, and Technology
2022
Spatial Interpolation of Gravimetric Soil Moisture Using EM38-mk Induction and Ensemble Machine Learning (Case Study from Dry Steppe Zone in Volgograd Region)
Sensors
2022
Prediction of geoid undulations: Random forest versus classic interpolation techniques
Concurrency and Computation: Practice and Experience
2022
Spatiotemporal variable selection and air quality impact assessment of COVID-19 lockdown
Spatial Statistics
2022
Spatial statistics and soil mapping: A blossoming partnership under pressure
Spatial Statistics
2022
Spatial–Temporal Pattern and Influencing Factors of Drought Impacts on Agriculture in China
Frontiers in Environmental Science
2022
Interpretation of Convolutional Neural Networks for Acid Sulfate Soil Classification
Frontiers in Environmental Science
2022
Assessing and predicting the severity of mid-winter breakups based on Canada-wide river ice data
Journal of Hydrology
2022
Nearest neighbour distance matching Leave‐One‐Out Cross‐Validation for map validation
Methods in Ecology and Evolution
2022
Complex hydrological knowledge to support digital soil mapping
Geoderma
2022
Digital mapping of indicators that determine the sorption properties of soils in relation to pollutants, according to remote sensing data of the Earth using machine learning
Georesursy
2022
Mapping monthly population distribution and variation at 1-km resolution across China
International Journal of Geographical Information Science
2022
Spatio-temporal mapping of soil water storage in a semi-arid landscape of northern Ghana – A multi-tasked ensemble machine-learning approach
Geoderma
2022
An artificial intelligence approach to remotely assess pale lichen biomass
Remote Sensing of Environment
2022
Forest Damage by Extra-Tropical Cyclone Klaus-Modeling and Prediction
Forests
2022
Using a fuzzy logic approach to reveal soil-landscape relationships produced by digital soil maps in the humid tropical region of East Java, Indonesia
Geoderma Regional
2022
Digital mapping of GlobalSoilMap soil properties at a broad scale: A review
Geoderma
2022
Machine Learning-Based Urban Canyon Path Loss Prediction Using 28 GHz Manhattan Measurements
IEEE Transactions on Antennas and Propagation
2022
2022 5th International Conference on Information and Communications Technology (ICOIACT)
2022
Global crop calendars of maize and wheat in the framework of the WorldCereal project
GIScience & Remote Sensing
2022
Computational systems biology in disease modeling and control, review and perspectives
npj Systems Biology and Applications
2022
RandomForestsGLS: An R package for Random Forests for dependent data
Journal of Open Source Software
2022
Novel MLR-RF-Based Geospatial Techniques: A Comparison with OK
ISPRS International Journal of Geo-Information
2022
Applying the Geostatistical Eigenvector Spatial Filter Approach into Regularized Regression for Improving Prediction Accuracy for Mass Appraisal
Applied Sciences
2022
Estimating soil moisture conditions for drought monitoring with random forests and a simple soil moisture accounting scheme
Natural Hazards and Earth System Sciences
2022
Tier 4 maps of soil pH at 25 m resolution for the Netherlands
Geoderma
2022
“Old” is not precise enough: Airborne laser scanning reveals age-related structural diversity within old-growth forests
Remote Sensing of Environment
2022
Estimation of Fractional Plant Lifeform Cover for the Conterminous United States Using Landsat Imagery and Airborne LiDAR
IEEE Transactions on Geoscience and Remote Sensing
2022
Small- and large-scale processes including anthropogenic pressures as drivers of gastropod communities in the NE Atlantic coast: A citizen science based approach
Science of The Total Environment
2022
Mapping the time-varying spatial heterogeneity of temperature processes over the urban landscape of Augsburg, Germany
Urban Climate
2022
Geostatistical semi-supervised learning for spatial prediction
Artificial Intelligence in Geosciences
2022
An autoregressive machine learning approach to forecast high-resolution groundwater-level anomalies in the Ramotswa/North West/Gauteng dolomite aquifers of Southern Africa
Hydrogeology Journal
2022
Incorporating spatial autocorrelation into house sale price prediction using random forest model
Transactions in GIS
2022
The importance of modeling the effects of trend and anisotropy on soil fertility maps
Computers and Electronics in Agriculture
2022
GPRChinaTemp1km: a high-resolution monthly air temperature data set for China (1951–2020) based on machine learning
Earth System Science Data
2022
Spatio-temporal prediction of soil moisture using soil maps, topographic indices and SMAP retrievals
International Journal of Applied Earth Observation and Geoinformation
2022
Sedimentary organic carbon storage of thermokarst lakes and ponds across Tibetan permafrost region
Science of The Total Environment
2022
Machine learning based estimation of field-scale daily, high resolution, multi-depth soil moisture for the Western and Midwestern United States
PeerJ
2022
Climate envelope analyses suggests significant rearrangements in the distribution ranges of Central European tree species
Annals of Forest Science
2022
Smart-Map: An Open-Source QGIS Plugin for Digital Mapping Using Machine Learning Techniques and Ordinary Kriging
Agronomy
2022
Spatial statistical machine learning models to assess the relationship between development vulnerabilities and educational factors in children in Queensland, Australia
BMC Public Health
2022
Spatial Models or Random Forest? Evaluating the Use of Spatially Explicit Machine Learning Methods to Predict Employment Density around New Transit Stations in Los Angeles
Geographical Analysis
2022
Soil mapping for precision agriculture using support vector machines combined with inverse distance weighting
Precision Agriculture
2022
Second International Meeting for Applied Geoscience & Energy
2022
Geostatistics and Artificial Intelligence Applications for Spatial Evaluation of Bearing Capacity after Dynamic Compaction
Advances in Civil Engineering
2022
Assessing taxonomic and functional change in British breeding bird assemblages over time
Global Ecology and Biogeography
2022
Seasonal variation in the phenology of Atlantic tarpon in the Florida Keys: migration, occupancy, repeatability, and management implications
Marine Ecology Progress Series
2022
How much is the view from the window worth? Machine learning-driven hedonic pricing model of the real estate market
Journal of Business Research
2022
A wildfire growth prediction and evaluation approach using Landsat and MODIS data
Journal of Environmental Management
2022
Estate price prediction system based on temporal and spatial features and lightweight deep learning model
Applied Intelligence
2022
Europe-wide air pollution modeling from 2000 to 2019 using geographically weighted regression
Environment International
2022
Grade Control with Ensembled Machine Learning: A Comparative Case Study at the Carmen de Andacollo Copper Mine
Natural Resources Research
2022
The analysis of financial market risk based on machine learning and particle swarm optimization algorithm
EURASIP Journal on Wireless Communications and Networking
2022
A Multiscale Cost–Benefit Analysis of Digital Soil Mapping Methods for Sustainable Land Management
Sustainability
2022
Modelling and mapping soil nutrient depletion in humid highlands of East Africa using ensemble machine learning: A case study from Rwanda
CATENA
2022
A Truly Spatial Random Forests Algorithm for Geoscience Data Analysis and Modelling
Mathematical Geosciences
2022
High-resolution agriculture soil property maps from digital soil mapping methods, Czech Republic
CATENA
2022
On the benefits of clustering approaches in digital soil mapping: an application example concerning soil texture regionalization
SOIL
2022
Global Soil Salinity Prediction by Open Soil Vis-NIR Spectral Library
Remote Sensing
2022
Spatial machine learning: new opportunities for regional science
The Annals of Regional Science
2022
Towards robust smart data-driven soil erodibility index prediction under different scenarios
Geocarto International
2022
Spatial up-sampling of HRTF sets using generative adversarial networks: A pilot study
Frontiers in Signal Processing
2022
Development of a New Pedotransfer Function Addressing Limitations in Soil Hydraulic Models and Observations
Water Resources Research
2022
The Utility of Machine Learning Models for Predicting Chemical Contaminants in Drinking Water: Promise, Challenges, and Opportunities
Current Environmental Health Reports
2021
The Urban Book Series
2021
Geomorphometry today
InterCarto. InterGIS
2021
Progress towards onchocerciasis elimination in Côte d’Ivoire: A geospatial modelling study
PLOS Neglected Tropical Diseases
2021
Spatial Prediction of Agrochemical Properties on the Scale of a Single Field Using Machine Learning Methods Based on Remote Sensing Data
Agronomy
2021
How is Baseflow Index (BFI) impacted by water resource management practices?
Hydrology and Earth System Sciences
2021
Easy-to-use spatial random-forest-based downscaling-calibration method for producing precipitation data with high resolution and high accuracy
Hydrology and Earth System Sciences
2021
A Random Forest-Based Data Fusion Method for Obtaining All-Weather Land Surface Temperature with High Spatial Resolution
Remote Sensing
2021
A novel framework to estimate soil mineralogy using soil spectroscopy
Applied Geochemistry
2021
Application of Random Forest Algorithm for Merging Multiple Satellite Precipitation Products across South Korea
Remote Sensing
2021
Modelling growing stock volume of forest stands with various ALS area-based approaches
Forestry: An International Journal of Forest Research
2021
Hypotheses, machine learning and soil mapping
Geoderma
2021
A Novel Framework to Predict Relative Habitat Selection in Aquatic Systems: Applying Machine Learning and Resource Selection Functions to Acoustic Telemetry Data From Multiple Shark Species
Frontiers in Marine Science
2021
Importance of Spatial Autocorrelation in Machine Learning Modeling of Polymetallic Nodules, Model Uncertainty and Transferability at Local Scale
Minerals
2021
Commentary: Evaluating Risk and Possible Adaptations to Climate Change Under a Socio-Ecological System Approach
Frontiers in Climate
2021
Modeling tree canopy height using machine learning over mixed vegetation landscapes
International Journal of Applied Earth Observation and Geoinformation
2021
How well do gridded precipitation and actual evapotranspiration products represent the key water balance components in the Nile Basin?
Journal of Hydrology: Regional Studies
2021
A machine learning based modelling framework to predict nitrate leaching from agricultural soils across the Netherlands
Environmental Research Communications
2021
Calibration of X-Band Radar for Extreme Events in a Spatially Complex Precipitation Region in North Peru: Machine Learning vs. Empirical Approach
Atmosphere
2021
Long-term variations of surface solar radiation in China from routine meteorological observations
Atmospheric Research
2021
Reducing the Uncertainty of Radiata Pine Site Index Maps Using an Spatial Ensemble of Machine Learning Models
Forests
2021
High Resolution Water Table Modeling of the Shallow Groundwater Using a Knowledge-Guided Gradient Boosting Decision Tree Model
Frontiers in Water
2021
Complementary airborne LiDAR and satellite indices are reliable predictors of disturbance-induced structural diversity in mixed old-growth forest landscapes
Remote Sensing of Environment
2021
A review of the inter-correlation of climate change, air pollution and urban sustainability using novel machine learning algorithms and spatial information science
Urban Climate
2021
Incorporation of high accuracy surface modeling into machine learning to improve soil organic matter mapping
Ecological Indicators
2021
Spatiotemporal forecasting in earth system science: Methods, uncertainties, predictability and future directions
Earth-Science Reviews
2021
Water clarity in Brazilian water assessed using Sentinel-2 and machine learning methods
ISPRS Journal of Photogrammetry and Remote Sensing
2021
Advances in soil moisture retrieval from multispectral remote sensing using unoccupied aircraft systems and machine learning techniques
Hydrology and Earth System Sciences
2021
Spatial prediction of soil organic carbon stocks in an arid rangeland using machine learning algorithms
Environmental Monitoring and Assessment
2021
Organic carbon densities and accumulation rates in surface sediments of the North Sea and Skagerrak
Biogeosciences
2021
Estimating organic surface horizon depth for peat and peaty soils across a Scottish upland catchment using linear mixed models with topographic and geological covariates
Soil Use and Management
2021
Usefulness of Microbiome for Forensic Geolocation: A Review
Life
2021
Global patterns and potential drivers of human settlements within protected areas
Environmental Research Letters
2021
2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS
2021
A random forest-based algorithm for data-intensive spatial interpolation in crop yield mapping
Computers and Electronics in Agriculture
2021
Machine learning based soil maps for a wide range of soil properties for the forested area of Switzerland
Geoderma Regional
2021
Hybridization of cokriging and gaussian process regression modelling techniques in mapping soil sulphur
CATENA
2021
Root zone soil moisture estimation with Random Forest
Journal of Hydrology
2021
Integration of multispectral and hyperspectral data to map magnetic susceptibility and soil attributes at depth: A novel framework
Geoderma
2021
Estimating maize lethal necrosis (MLN) severity in Kenya using multispectral high-resolution data
Applied Geomatics
2021
Persistent Organic Pollutants in Urban Soils of Central London, England, UK: Measurement and Spatial Modelling of Black Carbon (BC), Petroleum Hydrocarbons (TPH), Polycyclic Aromatic Hydrocarbons (PAH) and Polychlorinated Biphenyls (PCB)
Advances in Environmental and Engineering Research
2021
Regional land degradation assessment for dryland environments: The NamaqualandHardeveldbioregion of the SucculentKaroobiome as a case‐study
Land Degradation & Development
2021
A European map of groundwater pH and calcium
Earth System Science Data
2021
Deconstructing size selectivity to evaluate the influence of fishery management
Fisheries Research
2021
What’s hot and what’s not: Making sense of biodiversity ‘hotspots’
Global Change Biology
2021
Modelling and Mapping Total and Bioaccessible Arsenic and Lead in Stoke-on-Trent and Their Relationships with Industry
Geosciences
2021
An effective method based on multi-model fusion for research octane number prediction
New Journal of Chemistry
2021
Mapping access to basic hygiene services in low- and middle-income countries: A cross-sectional case study of geospatial disparities
Applied Geography
2021
Joint Modeling of Genetics and Field Variation in Plant Breeding Trials Using Relationship and Different Spatial Methods: A Simulation Study of Accuracy and Bias
Agronomy
2021
On the selection of precipitation products for the regionalisation of hydrological model parameters
Hydrology and Earth System Sciences
2021
Digital mapping of soil texture in ecoforest polygons in Quebec, Canada
PeerJ
2021
Machine learning in geography–Past, present, and future
Geography Compass
2021
2021
Differences in responses of tree-ring δ13C in angiosperms and gymnosperms to climate change on a global scale
Forest Ecology and Management
2021
Digital mapping of topsoil organic carbon content in an alluvial plain area of the Terai region of Nepal
CATENA
2021
Evaluation and Prediction of Topsoil organic carbon using Machine learning and hybrid models at a Field-scale
CATENA
2021
A novel approach for estimation of aboveground biomass of a carbon-rich mangrove site in India
Journal of Environmental Management
2021
Predicting into unknown space? Estimating the area of applicability of spatial prediction models
Methods in Ecology and Evolution
2021
Ground PM2.5 prediction using imputed MAIAC AOD with uncertainty quantification
Environmental Pollution
2021
Explaining farming systems spatial patterns: A farm-level choice model based on socioeconomic and biophysical drivers
Agricultural Systems
2021
Classification random forest with exact conditioning for spatial prediction of categorical variables
Artificial Intelligence in Geosciences
2021
Machine learning feature analysis illuminates disparity between E3SM climate models and observed climate change
Journal of Computational and Applied Mathematics
2021
Use of Multi-Seasonal Satellite Images to Predict SOC from Cultivated Lands in a Montane Ecosystem
Remote Sensing
2021
A Case Study of Rock Type Prediction Using Random Forests: Erdenet Copper Mine, Mongolia
Minerals
2021
Spatial variation of shear strength properties incorporating auxiliary variables
CATENA
2021
Space-time modelling of groundwater level and salinity
Science of The Total Environment
2021
DNN-MET: A deep neural networks method to integrate satellite-derived evapotranspiration products, eddy covariance observations and ancillary information
Agricultural and Forest Meteorology
2021
A spatially based quantile regression forest model for mapping rural land values
Journal of Environmental Management
2021
Proceedings of the 36th Annual ACM Symposium on Applied Computing
2021
Can We Use Machine Learning for Agricultural Land Suitability Assessment?
Agronomy
2021
Spatial distribution and long-term changes in water balance components in Croatia
Theoretical and Applied Climatology
2021
Using Spatial Validity and Uncertainty Metrics to Determine the Relative Suitability of Alternative Suites of Oceanographic Data for Seabed Biotope Prediction. A Case Study from the Barents Sea, Norway
Geosciences
2021
Preferential habitats prediction in syngnathids using species distribution models
Marine Environmental Research
2021
Mapping the geogenic radon potential for Germany by machine learning
Science of The Total Environment
2021
Geographical random forests: a spatial extension of the random forest algorithm to address spatial heterogeneity in remote sensing and population modelling
Geocarto International
2021
Storylines of weather-induced crop failure events under climate change
Earth System Dynamics
2021
2021 1st International Conference on Artificial Intelligence and Data Analytics (CAIDA)
2021
Integration of Sentinel optical and radar data for mapping smallholder coffee production systems in Vietnam
Remote Sensing of Environment
2021
Random forest for spatial prediction of censored response variables
Artificial Intelligence in Geosciences
2021
Combining laboratory measurements and proximal soil sensing data in digital soil mapping approaches
CATENA
2021
Wind field reconstruction with adaptive random Fourier features
Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences
2021
Lecture Notes in Computer Science
2021
Updated European hydraulic pedotransfer functions with communicated uncertainties in the predicted variables (euptfv2)
Geoscientific Model Development
2021
Effect of environmental covariable selection in the hydrological modeling using machine learning models to predict daily streamflow
Journal of Environmental Management
2021
Spatial Modeling of Daily PM2.5, NO2, and CO Concentrations Measured by a Low-Cost Sensor Network: Comparison of Linear, Machine Learning, and Hybrid Land Use Models
Environmental Science & Technology
2021
A self-training semi-supervised machine learning method for predictive mapping of soil classes with limited sample data
Geoderma
2021
Spatiotemporal modelling of soil moisture in an Atlantic forest through machine learning algorithms
European Journal of Soil Science
2021
Demonstration and Mitigation of Spatial Sampling Bias for Machine-Learning Predictions
SPE Reservoir Evaluation & Engineering
2021
Performance Evaluation of Machine Learning Methods for Credit Card Fraud Detection Using SMOTE and AdaBoost
IEEE Access
2021
Climate change and water abstraction impacts on the long-term variability of water levels in Lake Bracciano (Central Italy): A Random Forest approach
Journal of Hydrology: Regional Studies
2021
A novel high-resolution gridded precipitation dataset for Peruvian and Ecuadorian watersheds – development and hydrological evaluation
Journal of Hydrometeorology
2021
Estimating soil organic carbon stock change at multiple scales using machine learning and multivariate geostatistics
Geoderma
2021
Artificial neural networks for monitoring network optimisation—a practical example using a national insect survey
Environmental Modelling & Software
2021
2021 IEEE Technology & Engineering Management Conference - Europe (TEMSCON-EUR)
2021
Leveraging the application of Earth observation data for mapping cropland soils in Brazil
Geoderma
2021
Merging multiple satellite-based precipitation products and gauge observations using a novel double machine learning approach
Journal of Hydrology
2021
Performance of linear mixed models and random forests for spatial prediction of soil pH
Geoderma
2021
Error Prediction of Air Quality at Monitoring Stations Using Random Forest in a Total Error Framework
Sensors
2020
A Machine Learning-Based Approach for Spatial Estimation Using the Spatial Features of Coordinate Information
ISPRS International Journal of Geo-Information
2020
Systematic comparison of five machine-learning models in classification and interpolation of soil particle size fractions using different transformed data
Hydrology and Earth System Sciences
2020
Prediction of sorption enhanced steam methane reforming products from machine learning based soft-sensor models
Energy and AI
2020
Canopy Height Estimation Using Sentinel Series Images through Machine Learning Models in a Mangrove Forest
Remote Sensing
2020
Health risk assessment of nitrate using a probabilistic approach in groundwater resources of western part of Iran
Environmental Earth Sciences
2020
Comparison of uncertainty quantification process using statistical and data mining algorithms
Structural and Multidisciplinary Optimization
2020
Multi-task convolutional neural networks outperformed random forest for mapping soil particle size fractions in central Iran
Geoderma
2020
Estimating Current and Future Rainfall Erosivity in Greece Using Regional Climate Models and Spatial Quantile Regression Forests
Water
2020
Random Forest Spatial Interpolation
Remote Sensing
2020
2020 11th IEEE Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON)
2020
Spatial prediction of soil organic carbon using machine learning techniques in western Iran
Geoderma Regional
2020
Soil Color and Mineralogy Mapping Using Proximal and Remote Sensing in Midwest Brazil
Remote Sensing
2020
IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium
2020
2020 International Conference on Advanced Computer Science and Information Systems (ICACSIS)
2020
A hybrid approach for predictive soil property mapping using conventional soil survey data
Soil Science Society of America Journal
2020
Spatio-temporal estimation of the daily cases of COVID-19 in worldwide using random forest machine learning algorithm
Chaos, Solitons & Fractals
2020
Comparison performance of machine learning and geostatistical methods for the interpolation of monthly air temperature over Costa Rica
IOP Conference Series: Earth and Environmental Science
2020
Comparing Machine Learning Models and Hybrid Geostatistical Methods Using Environmental and Soil Covariates for Soil pH Prediction
ISPRS International Journal of Geo-Information
2020
Comparison of additive and isometric log-ratio transformations combined with machine learning and regression kriging models for mapping soil particle size fractions
Geoderma
2020
Application of Bayesian Additive Regression Trees for Estimating Daily Concentrations of PM2.5 Components
Atmosphere
2020
A translucent box: interpretable machine learning in ecology
Ecological Monographs
2020
Estimating annual runoff in response to forest change: A statistical method based on random forest
Journal of Hydrology
2020
2020 19th IEEE International Conference on Machine Learning and Applications (ICMLA)
2020
Comparison of geostatistical interpolation methods to map annual rainfall in the Chéliff watershed, Algeria
Theoretical and Applied Climatology
2020
On the determinants of Uber accessibility and its spatial distribution: Evidence from Uber in Philadelphia
WIREs Data Mining and Knowledge Discovery
2020
Reconstructing continental‐scale variation in soil δ15N: a machine learning approach in South America
Ecosphere
2020
Comparative analysis between VIIRS-DNB and DMSP-OLS night-time light data to estimate electric power consumption in Uttar Pradesh, India
International Journal of Remote Sensing
2020
Daily Global Solar Radiation in China Estimated From High‐Density Meteorological Observations: A Random Forest Model Framework
Earth and Space Science
2020
Prediction models of soil heavy metal(loid)s concentration for agricultural land in Dongli: A comparison of regression and random forest
Ecological Indicators
2020
RF-MEP: A novel Random Forest method for merging gridded precipitation products and ground-based measurements
Remote Sensing of Environment
2020
Downscaling Aster Land Surface Temperature over Urban Areas with Machine Learning-Based Area-To-Point Regression Kriging
Remote Sensing
2020
A note on knowledge discovery and machine learning in digital soil mapping
European Journal of Soil Science
2020
Evaluation of fire severity in fire prone-ecosystems of Spain under two different environmental conditions
Journal of Environmental Management
2020
Snow depth estimation and historical data reconstruction over China based on a random forest machine learning approach
The Cryosphere
2020
Pinna nobilis in the Mar Menor coastal lagoon: a story of colonization and uncertainty
Marine Ecology Progress Series
2020
Soil Mapping Based on Globally Optimal Decision Trees and Digital Imitations of Traditional Approaches
ISPRS International Journal of Geo-Information
2020
Oblique geographic coordinates as covariates for digital soil mapping
SOIL
2020
Quantifying Climate and Catchment Control on Hydrological Drought in the Continental United States
Water Resources Research
2020
Application of artificially intelligent systems for the identification of discrete fossiliferous levels
PeerJ
2020
Spatio-temporal regression kriging model of mean daily temperature for Croatia
Theoretical and Applied Climatology
2020
Machine learning for digital soil mapping: Applications, challenges and suggested solutions
Earth-Science Reviews
2020
Estimating near‐surface air temperature across Israel using a machine learning based hybrid approach
International Journal of Climatology
2019
Mapping soil organic carbon stock change by soil monitoring and digital soil mapping at the landscape scale
Geoderma
2019
Exploring prediction uncertainty of spatial data in geostatistical and machine learning approaches
Environmental Earth Sciences
2019
Voxel Forecast for Precision Oncology: Predicting Spatially Variant and Multiscale Cancer Therapy Response on Longitudinal Quantitative Molecular Imaging
Clinical Cancer Research
2019
Remote Sensing Based Binary Classification of Maize. Dealing with Residual Autocorrelation in Sparse Sample Situations
Remote Sensing
2019
SEG Technical Program Expanded Abstracts 2019
2019
Teleconnections in spatial modelling
Geoderma
2019
Random forest techniques for spatial interpolation of evapotranspiration data from Brazilian’s Northeast
Computers and Electronics in Agriculture
2019
How Do Continuous High-Resolution Models of Patchy Seabed Habitats Enhance Classification Schemes?
Geosciences
2019
Importance of spatial predictor variable selection in machine learning applications – Moving from data reproduction to spatial prediction
Ecological Modelling
2019
Lecture Notes in Computer Science
2019
Mapping at 30 m Resolution of Soil Attributes at Multiple Depths in Midwest Brazil
Remote Sensing
2019
Mapping soil hydraulic properties using random-forest-based pedotransfer functions and geostatistics
Hydrology and Earth System Sciences
2019
Proceedings of the Genetic and Evolutionary Computation Conference
2019
Modelling of the shallow water table at high spatial resolution using random forests
Hydrology and Earth System Sciences
2019
Legacy Data: How Decades of Seabed Sampling Can Produce Robust Predictions and Versatile Products
Geosciences
2019
Random Forest Ability in Regionalizing Hourly Hydrological Model Parameters
Water
2019
Sampling design optimization for soil mapping with random forest
Geoderma
2019
Machine learning prediction of nanoparticle in vitro toxicity: A comparative study of classifiers and ensemble-classifiers using the Copeland Index
Toxicology Letters
2019
Multi-source data integration for soil mapping using deep learning
SOIL
2019
Using deep learning for multivariate mapping of soil with quantified uncertainty
Geoderma
2019
Protocol for the use of legacy data and magnetic signature on soil mapping of São Paulo Central West, Brazil
Science of The Total Environment
2019
Modeling Depth of the Redox Interface at High Resolution at National Scale Using Random Forest and Residual Gaussian Simulation
Water Resources Research
2019
Mapping the baseline prevalence of lymphatic filariasis across Nigeria
Parasites & Vectors
2019
Nonrandom associations of maternally transmitted symbionts in insects: The roles of drift versus biased cotransmission and selection
Molecular Ecology
2019
Incorporation of spatial autocorrelation improves soil–landform modeling at A and B horizons
CATENA
2018
No silver bullet for digital soil mapping: country-specific soil organic carbon estimates across Latin America
SOIL
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