Random forest–based estimation of heavy metal concentration in agricultural soils with hyperspectral sensor data

A review on spectral processing methods for geological remote sensing

(2016) Saeid Asadzadeh et al.   International Journal of Applied Earth Observation and Geoinformation

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Random forest predictive modeling of mineral prospectivity with small number of prospects and data with missing values in Abra (Philippines)

(2015) Emmanuel John M. Carranza et al.   COMPUTERS & GEOSCIENCES

Using ensemble models to identify and apportion heavy metal pollution sources in agricultural soils on a local scale

(2015) Qi Wang et al.   ENVIRONMENTAL POLLUTION

Machine learning predictive models for mineral prospectivity: An evaluation of neural networks, random forest, regression trees and support vector machines

(2015) V. Rodriguez-Galiano et al.   ORE GEOLOGY REVIEWS

UAV Remote Sensing for Urban Vegetation Mapping Using Random Forest and Texture Analysis

(2015) Quanlong Feng et al.   Remote Sensing

Variable selection by Random Forests using data with missing values

(2014) A. Hapfelmeier et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Estimation of Arsenic Contamination in Reclaimed Agricultural Soils Using Reflectance Spectroscopy and ANFIS Model

(2014) Kun Tan et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

The Performance of Visible, Near-, and Mid-Infrared Reflectance Spectroscopy for Prediction of Soil Physical, Chemical, and Biological Properties

(2013) José M. Soriano-Disla et al.   APPLIED SPECTROSCOPY REVIEWS

Prediction of low heavy metal concentrations in agricultural soils using visible and near-infrared reflectance spectroscopy

(2013) Junjie Wang et al.   GEODERMA

Visible and near-infrared reflectance spectroscopy—An alternative for monitoring soil contamination by heavy metals

(2013) Tiezhu Shi et al.   JOURNAL OF HAZARDOUS MATERIALS

A review of soil heavy metal pollution from mines in China: Pollution and health risk assessment

(2013) Zhiyuan Li et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Reflectance Vis/NIR spectroscopy for nondestructive taste characterization of Valencia oranges

(2012) Bahareh Jamshidi et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Proximal Spectral Sensing to Monitor Phytoremediation of Metal-Contaminated Soils

(2012) Paresh H. Rathod et al.   INTERNATIONAL JOURNAL OF PHYTOREMEDIATION

Strategies for Soil Quality Assessment Using Visible and Near-Infrared Reflectance Spectroscopy in a Western Kenya Chronosequence

(2012) Rintaro Kinoshita et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Support vector machine regression (SVR/LS-SVM)—an alternative to neural networks (ANN) for analytical chemistry? Comparison of nonlinear methods on near infrared (NIR) spectroscopy data

(2011) Roman M. Balabin et al.   ANALYST

Diffuse reflectance spectroscopy for monitoring potentially toxic elements in the agricultural soils of Changjiang River Delta, China

(2011) Yinxian Song et al.   APPLIED CLAY SCIENCE

The safety study of heavy metal pollution in wheat planted in reclaimed soil of mining areas in Xuzhou, China

(2011) Jihong Dong et al.   Environmental Earth Sciences

Variable selection using random forests

(2010) Robin Genuer et al.   PATTERN RECOGNITION LETTERS

Visible near-infrared reflectance spectroscopy as a predictive indicator of soil properties

(2009) D. Summers et al.   ECOLOGICAL INDICATORS

Spatial distribution and contamination assessment of heavy metals in urban road dusts from Urumqi, NW China

(2009) Binggan Wei et al.   MICROCHEMICAL JOURNAL

A review of heavy metal contaminations in urban soils, urban road dusts and agricultural soils from China

(2009) Binggan Wei et al.   MICROCHEMICAL JOURNAL

Review of the most common pre-processing techniques for near-infrared spectra

(2009) Åsmund Rinnan et al.   TRAC-TRENDS IN ANALYTICAL CHEMISTRY

On the geometry of SNV and MSC

(2008) Tom Fearn et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Continuum removal versus PLSR method for clay and calcium carbonate content estimation from laboratory and airborne hyperspectral measurements

(2008) Cécile Gomez et al.   GEODERMA

Simultaneous determination of Fe(III) and Al(III) by first-derivative spectrophotometry and partial least-squares (PLS-2) method – Application to post-haemodialysis fluids

(2008) Nadia Aguerssif et al.   JOURNAL OF TRACE ELEMENTS IN MEDICINE AND BIOLOGY

Mapping of heavy metal pollution in stream sediments using combined geochemistry, field spectroscopy, and hyperspectral remote sensing: A case study of the Rodalquilar mining area, SE Spain

(2008) Eunyoung Choe et al.   REMOTE SENSING OF ENVIRONMENT

Empirical characterization of random forest variable importance measures

(2007) Kellie J. Archer et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS