A Comparison of Model Averaging Techniques to Predict the Spatial Distribution of Soil Properties

A Comparison of Model Averaging Techniques to Predict the Spatial Distribution of Soil Properties

This study tested and evaluated a suite of nine individual base learners and seven model averaging techniques for predicting the spatial distribution of soil properties in central Iran. Based on the nested-cross validation approach, the results showed that the artificial neural network and Random Fo...

وصف كامل

التفاصيل البيبلوغرافية
المؤلفون الرئيسيون:	Ruhollah Taghizadeh-Mehrjardi, Hossein Khademi, Fatemeh Khayamim, Mojtaba Zeraatpisheh, Brandon Heung, Thomas Scholten
التنسيق:	مقال
اللغة:	English
منشور في:	MDPI AG 2022-01-01
سلاسل:	Remote Sensing
الموضوعات:	spatial modeling machine learning remote sensing model averaging
الوصول للمادة أونلاين:	https://www.mdpi.com/2072-4292/14/3/472

مواد مشابهة

Spatiotemporal Assessment of Soil Organic Carbon Change Using Machine-Learning in Arid Regions
حسب: Hassan Fathizad, وآخرون
منشور في: (2022-03-01)

Improving the Spatial Prediction of Soil Organic Carbon Content in Two Contrasting Climatic Regions by Stacking Machine Learning Models and Rescanning Covariate Space
حسب: Ruhollah Taghizadeh-Mehrjardi, وآخرون
منشور في: (2020-03-01)

Bio-Inspired Hybridization of Artificial Neural Networks: An Application for Mapping the Spatial Distribution of Soil Texture Fractions
حسب: Ruhollah Taghizadeh-Mehrjardi, وآخرون
منشور في: (2021-03-01)

Digital Soil Texture Mapping and Spatial Transferability of Machine Learning Models Using Sentinel-1, Sentinel-2, and Terrain-Derived Covariates
حسب: Reza Mirzaeitalarposhti, وآخرون
منشور في: (2022-11-01)

Bayesian Model Averaging with the Integrated Nested Laplace Approximation
حسب: Virgilio Gómez-Rubio, وآخرون
منشور في: (2020-06-01)

Land Use and Soil Organic Carbon Stocks—Change Detection over Time Using Digital Soil Assessment: A Case Study from Kamyaran Region, Iran (1988–2018)
حسب: Kamal Nabiollahi, وآخرون
منشور في: (2021-03-01)

Assessment of Land Suitability Potential Using Ensemble Approaches of Advanced Multi-Criteria Decision Models and Machine Learning for Wheat Cultivation
حسب: Kamal Nabiollahi, وآخرون
منشور في: (2024-07-01)

Remote Sensing-Based Mapping of Senescent Leaf C:N Ratio in the Sundarbans Reserved Forest Using Machine Learning Techniques
حسب: Md Mizanur Rahman, وآخرون
منشور في: (2020-04-01)

Simulation of Gross Primary Productivity Using Multiple Light Use Efficiency Models
حسب: Jun Zhang, وآخرون
منشور في: (2021-03-01)

High-Accuracy Generalized Average Model of Dual Active Bridge Converters
حسب: Rohan Shailesh Deshmukh, وآخرون
منشور في: (2024-01-01)

Spatial Dependence of Average Prices for Product Categories and Its Change over Time: Evidence from Daily Data
حسب: Venera Timiryanova, وآخرون
منشور في: (2022-12-01)

Systematic Assessment of the Effects of Space Averaging and Time Averaging on Weather Forecast Skill
حسب: Ying Li, وآخرون
منشور في: (2022-11-01)

Spatial Patterns in Actual Evapotranspiration Climatologies for Europe
حسب: Simon Stisen, وآخرون
منشور في: (2021-06-01)

Investigating the Impact of Macroeconomic Factors on the Iranian Stock Price Index by Using Averaging Methods
حسب: Saman Hatamerad, وآخرون
منشور في: (2023-06-01)

Comparison of Different Machine Learning Methods for Predicting Cation Exchange Capacity Using Environmental and Remote Sensing Data
حسب: Sanaz Saidi, وآخرون
منشور في: (2022-09-01)

Assessing the Influence of Soil Quality on Rainfed Wheat Yield
حسب: Kamal Nabiollahi, وآخرون
منشور في: (2020-10-01)

Transferability of Covariates to Predict Soil Organic Carbon in Cropland Soils
حسب: Tom Broeg, وآخرون
منشور في: (2023-02-01)

Using local ensemble models and Landsat bare soil composites for large-scale soil organic carbon maps in cropland
حسب: Tom Broeg, وآخرون
منشور في: (2024-04-01)

AVERAGING IN VARIOUS COMPUTING METHODS.
حسب: N. Valko
منشور في: (2010-06-01)

Climate Normalized Spatial Patterns of Evapotranspiration Enhance the Calibration of a Hydrological Model
حسب: Julian Koch, وآخرون
منشور في: (2022-01-01)

Spatial statistics for remote sensing /
حسب: Stein, Alfred, وآخرون
منشور في: (2002)

Bias Due to Averaging the Logistic and SI Models
حسب: Dorothy I. Wallace
منشور في: (2023-05-01)

A Sense of Scarcity Enhances the Above-Average Effect in Social Comparison
حسب: Xiaoyan Wang, وآخرون
منشور في: (2023-10-01)

Analysis of Spatial and Temporal Changes and Expansion Patterns in Mainland Chinese Urban Land between 1995 and 2015
حسب: Chuanzhou Cheng, وآخرون
منشور في: (2021-05-01)

Model averaging with causal effects for partially linear models
حسب: Xiaowei Zhang, وآخرون
منشور في: (2024-05-01)

Predicting future inflation in Indonesia using Dynamic Model Averaging (DMA)
حسب: Shania Puspita Sari, وآخرون
منشور في: (2024-06-01)

Predicting future inflation in Indonesia using Dynamic Model Averaging (DMA)
حسب: Shania Puspita Sari, وآخرون
منشور في: (2024-06-01)

"Investigation of physical-spatial expansion of Shiraz metropolis using remote sensing (Rs)"
حسب: keramatollah ziari, وآخرون
منشور في: (2022-04-01)

Spatio-Temporal Analysis of Heavy Metals in Arid Soils at the Catchment Scale Using Digital Soil Assessment and a Random Forest Model
حسب: Ruhollah Taghizadeh-Mehrjardi, وآخرون
منشور في: (2021-04-01)

Une méthode d'analyse spatiale : l'association image modèle pour une approche de la « durabilité » du développement
حسب: Annie Cheneau-Loquay
منشور في: (1997-11-01)

Spatial assessment of the soil organic carbon content under different types of land use in the Ohrid valley
حسب: Mukaetov Duško, وآخرون
منشور في: (2023-01-01)

Spatial Analysis of Settlement Structures to Identify Pattern Formation Mechanisms in Inter-Urban Systems
حسب: Katharina Henn, وآخرون
منشور في: (2020-09-01)

Identifying Factors Affecting Iran's Social Welfare under Uncertainty: A Bayesian Average Approach
حسب: mohammad alizadeh, وآخرون
منشور في: (2022-04-01)

Model Averaging for Accelerated Failure Time Models with Missing Censoring Indicators
حسب: Longbiao Liao, وآخرون
منشور في: (2024-02-01)

Mapping Australia’s precipitation: harnessing the synergies of multi-satellite remote sensing and gauge network data
حسب: Benjamin Hines, وآخرون
منشور في: (2022-12-01)

Bayesian Network Model Averaging Classifiers by Subbagging
حسب: Shouta Sugahara, وآخرون
منشور في: (2022-05-01)

Model averaging for generalized linear models in fragmentary data prediction
حسب: Chaoxia Yuan, وآخرون
منشور في: (2022-11-01)

Monitoring canopy growth and grain yield of paddy rice in South Korea by using the GRAMI model and high spatial resolution imagery
حسب: Mijeong Kim, وآخرون
منشور في: (2017-07-01)

MARITTIME AVERAGES IN DALMATIAN STATUTE LAW
حسب: Vilma Pezelj
منشور في: (2006-01-01)

Spatial and temporal modelling for parasite transmission studies and risk assessment
حسب: Danson F.M., وآخرون
منشور في: (2008-09-01)