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Comparison of Multiple Linear Regression, Cubist Regression, and Random Forest Algorithms to Estimate Daily Air Surface Temperature from Dynamic Combinations of MODIS LST Data
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1002/2014jd022438openalex-snapshot
Daily minimum and maximum surface air temperatures from geostationary satellite data
inferredcites →https://doi.org/10.1002/2016jd025154openalex-snapshot
Estimating daily air temperatures over the Tibetan Plateau by dynamically integrating MODIS LST data
inferredcites →https://doi.org/10.1002/joc.1322openalex-snapshot
Guidelines for assessing the suitability of spatial climate data sets
inferredcites →https://doi.org/10.1002/joc.3655openalex-snapshot
Daily mean air temperature estimation from MODIS land surface temperature products based on M5 model tree
inferredcites →https://doi.org/10.1002/joc.4766openalex-snapshot
A statistical framework for estimating air temperature using MODIS land surface temperature data
inferredcites →https://doi.org/10.1007/978-1-4614-6849-3openalex-snapshot
Applied Predictive Modeling
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An Introduction to Statistical Learning
inferredcites →https://doi.org/10.1007/s00704-004-0079-yopenalex-snapshot
Air temperature retrieval from remote sensing data based on thermodynamics
inferredcites →https://doi.org/10.1007/s10040-014-1219-9openalex-snapshot
Groundwater conceptualization and modeling using distributed SWAT-based recharge for the semi-arid agricultural Neishaboor plain, Iran
inferredcites →https://doi.org/10.1016/b978-1-55860-307-3.50037-xopenalex-snapshot
Combining Instance-Based and Model-Based Learning
inferredcites →https://doi.org/10.1016/j.agrformet.2006.07.004openalex-snapshot
Comparison of approaches for spatial interpolation of daily air temperature in a large region with complex topography and highly variable station density
inferredcites →https://doi.org/10.1016/j.chnaes.2010.11.002openalex-snapshot
Estimating air temperature of an alpine meadow on the Northern Tibetan Plateau using MODIS land surface temperature
inferredcites →https://doi.org/10.1016/j.envres.2015.12.006openalex-snapshot
Estimating daily air temperature across the Southeastern United States using high-resolution satellite data: A statistical modeling study
inferredcites →https://doi.org/10.1016/j.jag.2007.10.004openalex-snapshot
Crop growth modelling and crop yield forecasting using satellite-derived meteorological inputs
inferredcites →https://doi.org/10.1016/j.jglr.2011.09.006openalex-snapshot
Effects of using air temperature as a proxy for potential evapotranspiration in climate change scenarios of Great Lakes basin hydrology
inferredcites →https://doi.org/10.1016/j.rse.2006.06.026openalex-snapshot
New refinements and validation of the MODIS Land-Surface Temperature/Emissivity products
inferredcites →https://doi.org/10.1016/j.rse.2007.02.025openalex-snapshot
Estimation of diurnal air temperature using MSG SEVIRI data in West Africa
inferredcites →https://doi.org/10.1016/j.rse.2009.10.002openalex-snapshot
Evaluation of MODIS land surface temperature data to estimate air temperature in different ecosystems over Africa
inferredcites →https://doi.org/10.1016/j.rse.2010.08.010openalex-snapshot
Air temperature estimation with MSG-SEVIRI data: Calibration and validation of the TVX algorithm for the Iberian Peninsula
inferredcites →https://doi.org/10.1016/j.rse.2012.04.024openalex-snapshot
Estimating air surface temperature in Portugal using MODIS LST data
inferredcites →https://doi.org/10.1016/j.rse.2012.10.034openalex-snapshot
Estimation of daily maximum and minimum air temperature using MODIS land surface temperature products
inferredcites →https://doi.org/10.1016/j.rse.2014.08.012openalex-snapshot
Mapping maximum urban air temperature on hot summer days
inferredcites →https://doi.org/10.1016/j.rse.2016.11.009openalex-snapshot
Spring and summer monthly MODIS LST is inherently biased compared to air temperature in snow covered sub-Arctic mountains
inferredcites →https://doi.org/10.1016/j.spasta.2015.05.008openalex-snapshot
Evaluating machine learning approaches for the interpolation of monthly air temperature at Mt. Kilimanjaro, Tanzania
inferredcites →https://doi.org/10.1016/s0022-1694(98)00210-8openalex-snapshot
Inference of surface and air temperature, atmospheric precipitable water and vapor pressure deficit using Advanced Very High-Resolution Radiometer satellite observations: comparison with field observations
inferredcites →https://doi.org/10.1029/2004jd005431openalex-snapshot
Downward propagation and statistical forecast of the near‐surface weather
inferredcites →https://doi.org/10.1080/01431161.2010.550332openalex-snapshot
Estimation of instantaneous air temperature above vegetation and soil surfaces from Landsat 7 ETM+ data in northern Germany
inferredcites →https://doi.org/10.1080/01431161.2011.560622openalex-snapshot
Empirical models for estimating daily maximum, minimum and mean air temperatures with MODIS land surface temperatures
inferredcites →https://doi.org/10.1080/01431161.2014.935831openalex-snapshot
Improvements in the estimation of daily minimum air temperature in peninsular Spain using MODIS land surface temperature
inferredcites →https://doi.org/10.1080/01431161.2014.978957openalex-snapshot
Estimating daily maximum air temperature from MODIS in British Columbia, Canada
inferredcites →https://doi.org/10.1088/1748-9326/5/4/041002openalex-snapshot
Working towards a community-wide understanding of satellite skin temperature observations
inferredcites →https://doi.org/10.1088/1748-9326/5/4/044004openalex-snapshot
Land surface skin temperature climatology: benefitting from the strengths of satellite observations
inferredcites →https://doi.org/10.1088/1748-9326/6/4/045206openalex-snapshot
Estimation of surface air temperature over central and eastern Eurasia from MODIS land surface temperature
inferredcites →https://doi.org/10.1098/rsta.1988.0022openalex-snapshot
The integration of meteorological satellite imagery and numerical dynamical forecast models
inferredcites →https://doi.org/10.1175/2007jtecha1053.1openalex-snapshot
Cloud Detection with MODIS. Part II: Validation
inferredcites →https://doi.org/10.1175/jcli-d-12-00250.1openalex-snapshot
Evaluating Cloud Contamination in Clear-Sky MODIS Terra Daytime Land Surface Temperatures Using Ground-Based Meteorology Station Observations
inferredcites →https://doi.org/10.14358/pers.74.10.1213openalex-snapshot
Subpixel Urban Land Cover Estimation
inferredcites →https://doi.org/10.2747/1548-1603.43.1.78openalex-snapshot
Statistical Estimation of Daily Maximum and Minimum Air Temperatures from MODIS LST Data over the State of Mississippi
inferredcites →https://doi.org/10.3390/ijgi4042519openalex-snapshot
Evaluation of the Consistency of MODIS Land Cover Product (MCD12Q1) Based on Chinese 30 m GlobeLand30 Datasets: A Case Study in Anhui Province, China
inferredcites →https://doi.org/10.3390/rs70100951openalex-snapshot
Estimation of Daily Air Temperature Based on MODIS Land Surface Temperature Products over the Corn Belt in the US
inferredcites →https://doi.org/10.3390/rs70708728openalex-snapshot
Mapping of Daily Mean Air Temperature in Agricultural Regions Using Daytime and Nighttime Land Surface Temperatures Derived from TERRA and AQUA MODIS Data
inferredcites →https://doi.org/10.3390/rs8090732openalex-snapshot
Mapping Daily Air Temperature for Antarctica Based on MODIS LST
inferredcites →https://doi.org/10.3390/rs8121002openalex-snapshot
Estimating Daily Maximum and Minimum Land Air Surface Temperature Using MODIS Land Surface Temperature Data and Ground Truth Data in Northern Vietnam
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inferred← citeshttps://doi.org/10.1109/platcon53246.2021.9680748openalex-snapshot
A Comparative Analysis of Tree-Based Models for Day-Ahead Solar Irradiance Forecasting
inferred← citeshttps://doi.org/10.1109/tgrs.2024.3480888openalex-snapshot
Predicting Global Average Temperature Time Series Using an Entire Graph Node Training Approach
inferred← citeshttps://doi.org/10.1117/1.jrs.12.041501openalex-snapshot
Application of MODIS land surface temperature data: a systematic literature review and analysis
inferred← citeshttps://doi.org/10.1117/1.jrs.12.046026openalex-snapshot
Comparison of satellite-based estimates of aboveground biomass in coppice oak forests using parametric, semiparametric, and nonparametric modeling methods
inferred← citeshttps://doi.org/10.1155/2019/2385310openalex-snapshot
Estimation of Summer Air Temperature over China Using Himawari-8 AHI and Numerical Weather Prediction Data
inferred← citeshttps://doi.org/10.1155/2019/6505984openalex-snapshot
Space‐Time Distribution Laws of Tunnel Excavation Damaged Zones (EDZs) in Deep Mines and EDZ Prediction Modeling by Random Forest Regression
inferred← citeshttps://doi.org/10.1155/2024/6466936openalex-snapshot
Air Temperature Modeling Based on Land Surface Factors by the Cubist Method (Case Study of Hamoun International Wetland)
inferred← citeshttps://doi.org/10.1175/jcli-d-20-0625.1openalex-snapshot
Improving Australian Rainfall Prediction Using Sea Surface Salinity
inferred← citeshttps://doi.org/10.1177/0309133321988850openalex-snapshot
Assessing urbanization’s contribution to warming in mainland China using satellite-estimated air temperature data
inferred← citeshttps://doi.org/10.11834/jrs.20211236openalex-snapshot
Sensitivity analysis of the training set to the performance of the machine learning-based land surface temperature reconstruction for cloud covered pixels
inferred← citeshttps://doi.org/10.1371/journal.pone.0223362openalex-snapshot
Delineation of high resolution climate regions over the Korean Peninsula using machine learning approaches
inferred← citeshttps://doi.org/10.1371/journal.pone.0245834openalex-snapshot
Reference evapotranspiration of Brazil modeled with machine learning techniques and remote sensing
inferred← citeshttps://doi.org/10.1371/journal.pone.0285535openalex-snapshot
Actual evapotranspiration by machine learning and remote sensing without the thermal spectrum
inferred← citeshttps://doi.org/10.15832/ankutbd.1481207openalex-snapshot
Daily reference evapotranspiration prediction using empirical and data-driven approaches: A case study of Adana plain
inferred← citeshttps://doi.org/10.1590/1413-7054202145023920openalex-snapshot
Air temperature estimation techniques in Minas Gerais state, Brazil, Cwa and Cwb climate regions according to the Köppen-Geiger climate classification system
inferred← citeshttps://doi.org/10.20944/preprints202402.1324.v1openalex-snapshot
Spatial-Multitemporal Analysis of Heatwaves in Thailand: Discrepancies between In-Situ Air Temperature and Remote Sensing-Derived Land Surface Temperature
inferred← citeshttps://doi.org/10.21163/gt_2022.171.04openalex-snapshot
MACHINE LEARNING FOR MAPPING SPATIAL DISTRIBUTION OF THICKNESS AND CARBON STOCK OF TROPICAL PEATLAND BASED ON REMOTE SENSING DATA: A CASE STUDY IN LAKE SENTARUM NATIONAL PARK, INDONESIA
inferred← citeshttps://doi.org/10.21203/rs.3.rs-5007190/v1openalex-snapshot
Multiple Linear Regression Modeling in Determining the Contribution of Landshape Factors on the Quantitative Attributes and Diversity of Trees
inferred← citeshttps://doi.org/10.21203/rs.3.rs-8599617/v1openalex-snapshot
Research on Fine-Scale Risk Zoning of Hail Disasters in Yunnan Flue-Cured Tobacco Based on Machine Learning
inferred← citeshttps://doi.org/10.2139/ssrn.4879754openalex-snapshot
Assessing Factors Influencing Blue-Green Infrastructure's Spatiotemporal Cooling Potential Across Diverse Local Climate Zones – a Case Study of Wroclaw, Poland
inferred← citeshttps://doi.org/10.2139/ssrn.5384696openalex-snapshot
Quantitative Evaluation of Complex Terrain Effects on Land Surface Temperature: A Data-Driven Coupling Model of Dynamic and Static Features
inferred← citeshttps://doi.org/10.2166/h2oj.2021.066openalex-snapshot
Untangling hybrid hydrological models with explainable artificial intelligence
inferred← citeshttps://doi.org/10.23851/mjs.v33i4.1187openalex-snapshot
Sulfur Dioxide (SO2) anthropogenic emissions distributions over Iraq (2000-2009) using MERRA-2 data
inferred← citeshttps://doi.org/10.23860/thesis-daye-daniel-2023openalex-snapshot
PREDICTING HABITAT SUITABILITY OF MIGRATORY SHARKS USING MACHINE LEARNING METHODS
inferred← citeshttps://doi.org/10.31047/1668.298x.v39.n1.33225openalex-snapshot
Developing machine learning models for air temperature estimation using MODIS data
inferred← citeshttps://doi.org/10.31285/agro.29.1536openalex-snapshot
Multicriteria viticultural climate zoning of the Sierras Pampeanas Cordobesas (2002-2022) using satellite data
inferred← citeshttps://doi.org/10.3233/apc220071openalex-snapshot
Ola Data Analysis for Dynamic Price Prediction Using Multiple Linear Regression and Random Forest Regression
inferred← citeshttps://doi.org/10.3389/fenvs.2021.791336openalex-snapshot
Estimation of Surface and Near-Surface Air Temperatures in Arid Northwest China Using Landsat Satellite Images
inferred← citeshttps://doi.org/10.3390/agriculture13040895openalex-snapshot
Evaluating the Canopy Chlorophyll Density of Maize at the Whole Growth Stage Based on Multi-Scale UAV Image Feature Fusion and Machine Learning Methods
inferred← citeshttps://doi.org/10.3390/agriculture14030389openalex-snapshot
Comparative Analysis of Feature Importance Algorithms for Grassland Aboveground Biomass and Nutrient Prediction Using Hyperspectral Data
inferred← citeshttps://doi.org/10.3390/agriculture9110237openalex-snapshot
Integration of Precision Farming Data and Spatial Statistical Modelling to Interpret Field-Scale Maize Productivity
inferred← citeshttps://doi.org/10.3390/app14103969openalex-snapshot
Integrating Remote Sensing and Ground-Based Data for Enhanced Spatial–Temporal Analysis of Heatwaves: A Machine Learning Approach
inferred← citeshttps://doi.org/10.3390/app9081621openalex-snapshot
Random Forests and Cubist Algorithms for Predicting Shear Strengths of Rockfill Materials
inferred← citeshttps://doi.org/10.3390/cli6020028openalex-snapshot
Land Surface Temperature Variation Due to Changes in Elevation in Northwest Vietnam
inferred← citeshttps://doi.org/10.3390/drones6070169openalex-snapshot
Estimation of Maize Foliar Temperature and Stomatal Conductance as Indicators of Water Stress Based on Optical and Thermal Imagery Acquired Using an Unmanned Aerial Vehicle (UAV) Platform
inferred← citeshttps://doi.org/10.3390/electronics12122607openalex-snapshot
A Hybrid Ensemble Model for Solar Irradiance Forecasting: Advancing Digital Models for Smart Island Realization
inferred← citeshttps://doi.org/10.3390/hydrology9070124openalex-snapshot
Multiple Linear Regression Models with Limited Data for the Prediction of Reference Evapotranspiration of the Peloponnese, Greece
inferred← citeshttps://doi.org/10.3390/ijgi13060200openalex-snapshot
Exploring the Influence of Terrain Blockage on Spatiotemporal Variations in Land Surface Temperature from the Perspective of Heat Energy Redistribution
inferred← citeshttps://doi.org/10.3390/ijgi14060211openalex-snapshot
Synergistic Mechanisms Between Elderly Oriented Community Activity Space Morphology and Microclimate Performance: An Integrated Learning and Multi-Objective Optimization Approach
inferred← citeshttps://doi.org/10.3390/jpm12020190openalex-snapshot
Verification of De-Identification Techniques for Personal Information Using Tree-Based Methods with Shapley Values
inferred← citeshttps://doi.org/10.3390/rs10101555openalex-snapshot
Improvement of Clay and Sand Quantification Based on a Novel Approach with a Focus on Multispectral Satellite Images
inferred← citeshttps://doi.org/10.3390/rs11070738openalex-snapshot
Improving Aboveground Biomass Estimation of Pinus densata Forests in Yunnan Using Landsat 8 Imagery by Incorporating Age Dummy Variable and Method Comparison
inferred← citeshttps://doi.org/10.3390/rs11070740openalex-snapshot
Dual Activation Function-Based Extreme Learning Machine (ELM) for Estimating Grapevine Berry Yield and Quality
inferred← citeshttps://doi.org/10.3390/rs11182094openalex-snapshot
A PCA–OLS Model for Assessing the Impact of Surface Biophysical Parameters on Land Surface Temperature Variations
inferred← citeshttps://doi.org/10.3390/rs12061003openalex-snapshot
Evaluation and Comparison of Light Use Efficiency and Gross Primary Productivity Using Three Different Approaches
inferred← citeshttps://doi.org/10.3390/rs12111722openalex-snapshot
Creating New Near-Surface Air Temperature Datasets to Understand Elevation-Dependent Warming in the Tibetan Plateau
inferred← citeshttps://doi.org/10.3390/rs12142289openalex-snapshot
Multi-Decadal Changes in Mangrove Extent, Age and Species in the Red River Estuaries of Viet Nam
inferred← citeshttps://doi.org/10.3390/rs12172825openalex-snapshot
A Framework to Predict High-Resolution Spatiotemporal PM2.5 Distributions Using a Deep-Learning Model: A Case Study of Shijiazhuang, China
inferred← citeshttps://doi.org/10.3390/rs12193231openalex-snapshot
Correlation Analysis between Air Temperature and MODIS Land Surface Temperature and Prediction of Air Temperature Using TensorFlow Long Short-Term Memory for the Period of Occurrence of Cold and Heat Waves
inferred← citeshttps://doi.org/10.3390/rs13040610openalex-snapshot
Spatial Interconnections of Land Surface Temperatures with Land Cover/Use: A Case Study of Tokyo
inferred← citeshttps://doi.org/10.3390/rs13122355openalex-snapshot
8-Day and Daily Maximum and Minimum Air Temperature Estimation via Machine Learning Method on a Climate Zone to Global Scale
inferred← citeshttps://doi.org/10.3390/rs13193902openalex-snapshot
Estimation of Apple Tree Leaf Chlorophyll Content Based on Machine Learning Methods
inferred← citeshttps://doi.org/10.3390/rs13214346openalex-snapshot
Downscaling Building Energy Consumption Carbon Emissions by Machine Learning
inferred← citeshttps://doi.org/10.3390/rs14081916openalex-snapshot
Estimation of Daily and Instantaneous Near-Surface Air Temperature from MODIS Data Using Machine Learning Methods in the Jingjinji Area of China
inferred← citeshttps://doi.org/10.3390/rs15041129openalex-snapshot
Construction of Urban Thermal Environment Network Based on Land Surface Temperature Downscaling and Local Climate Zones
inferred← citeshttps://doi.org/10.3390/rs15071753openalex-snapshot
Large-Scale Estimation of Hourly Surface Air Temperature Based on Observations from the FY-4A Geostationary Satellite
inferred← citeshttps://doi.org/10.3390/rs15112701openalex-snapshot
Estimation of Instantaneous Air Temperature under All-Weather Conditions Based on MODIS Products in North and Southwest China
inferred← citeshttps://doi.org/10.3390/rs15112795openalex-snapshot
Machine Learning-Based Modeling of Air Temperature in the Complex Environment of Yerevan City, Armenia
inferred← citeshttps://doi.org/10.3390/rs15153805openalex-snapshot
Air Temperature Monitoring over Low Latitude Rice Planting Areas: Combining Remote Sensing, Model Assimilation, and Machine Learning Techniques
inferred← citeshttps://doi.org/10.3390/rs9070641openalex-snapshot
A Satellite-Derived Climatological Analysis of Urban Heat Island over Shanghai during 2000–2013
inferred← citeshttps://doi.org/10.3390/s20205763openalex-snapshot
Comparative Analysis of Artificial Intelligence Models for Accurate Estimation of Groundwater Nitrate Concentration
inferred← citeshttps://doi.org/10.3390/s26010018openalex-snapshot
Prediction of Water Quality Parameters in the Paraopeba River Basin Using Remote Sensing Products and Machine Learning
inferred← citeshttps://doi.org/10.3390/su12114415openalex-snapshot
Study on the Spatial Pattern of an Extreme Heat Event by Remote Sensing: A Case Study of the 2013 Extreme Heat Event in the Yangtze River Delta, China
inferred← citeshttps://doi.org/10.3390/su15021066openalex-snapshot
Mapping Soil Parameters with Environmental Covariates and Land Cover Projection in Tropical Rainforest, Hangadi Watershed, Ethiopia
inferred← citeshttps://doi.org/10.3390/su15021410openalex-snapshot
Calibration of Sentinel-2 Surface Reflectance for Water Quality Modelling in Binh Dinh’s Coastal Zone of Vietnam
inferred← citeshttps://doi.org/10.3390/su17010142openalex-snapshot
Understanding Urban Cooling of Blue–Green Infrastructure: A Review of Spatial Data and Sustainable Planning Optimization Methods for Mitigating Urban Heat Islands
inferred← citeshttps://doi.org/10.3390/systems11060286openalex-snapshot
Spatiotemporal Hybrid Air Pollution Early Warning System of Urban Agglomeration Based on Adaptive Feature Extraction and Hesitant Fuzzy Cognitive Maps
inferred← citeshttps://doi.org/10.36222/ejt.758602openalex-snapshot
AIR TEMPERATURE ESTIMATION FOR BATMAN CITY WITH SIMPLE AND MULTI-LINEAR REGRESSION MODELS UTILIZING METEOROLOGICAL PARAMETERS
inferred← citeshttps://doi.org/10.4322/2176-1523.20222595openalex-snapshot
Mechanical properties prediction of dual phase steels using machine learning
inferred← citeshttps://doi.org/10.47328/ufvbbt.2021.053openalex-snapshot
Evapotranspiração real por aprendizado de máquina e sensoriamento remoto sem o espectro termal
inferred← citeshttps://doi.org/10.47328/ufvbbt.2022.080openalex-snapshot
Modelagem hidrológica visando a melhoria da qualidade de dados diários de vazão em estações fluviométricas convencionais localizadas a jusante de reservatórios de regularização
inferred← citeshttps://doi.org/10.5194/essd-13-4241-2021openalex-snapshot
An all-sky 1 km daily land surface air temperature product over mainland China for 2003–2019 from MODIS and ancillary data
inferred← citeshttps://doi.org/10.5194/essd-14-5637-2022openalex-snapshot
A global dataset of daily maximum and minimum near-surface air temperature at 1 km resolution over land (2003–2020)
inferred← citeshttps://doi.org/10.5194/essd-15-331-2023openalex-snapshot
A long-term 1 km monthly near-surface air temperature dataset over the Tibetan glaciers by fusion of station and satellite observations
inferred← citeshttps://doi.org/10.5194/hess-2019-650openalex-snapshot
Predicting tile drainage discharge using machine learning algorithms
inferred← citeshttps://doi.org/10.53022/oarjms.2025.9.2.0033openalex-snapshot
Why random forest fails in small-sample academic grade prediction
inferred← citeshttps://doi.org/10.53846/goediss-7574openalex-snapshot
Air Surface Temperature Estimation Using MODIS Land Surface Temperature Data in Northwest Vietnam
inferred← citeshttps://doi.org/10.5558/tfc2022-009openalex-snapshot
Modelling temporal change in inventory attributes from a LiDAR-derived inventory for the United Counties of Prescott and Russell, Ontario: A comparison of random forest and linear regression methods
inferred← citeshttps://doi.org/10.59805/ecsit.v1i1.5openalex-snapshot
Work Process Efficiency With Goods Arrival Predictions Against Production Plans Using Linear Regression Algorithms
inferred← citeshttps://doi.org/10.7717/peerj.15252openalex-snapshot
Reference evapotranspiration estimate with missing climatic data and multiple linear regression models
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