Fully component selection: An efficient combination of feature selection and principal component analysis to increase model performance

Overview and comparative study of dimensionality reduction techniques for high dimensional data

(2020) Shaeela Ayesha et al.   Information Fusion

Sentinel-2 image capacities to predict common topsoil properties of temperate and Mediterranean agroecosystems

(2019) E. Vaudour et al.   REMOTE SENSING OF ENVIRONMENT

Improving performance of spatio-temporal machine learning models using forward feature selection and target-oriented validation

(2018) Hanna Meyer et al.   ENVIRONMENTAL MODELLING & SOFTWARE

High dimensional data classification and feature selection using support vector machines

(2018) Bissan Ghaddar et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Feature selection in machine learning: A new perspective

(2018) Jie Cai et al.   NEUROCOMPUTING

The Application of Discrete Wavelet Transform with Improved Partial Least-Squares Method for the Estimation of Soil Properties with Visible and Near-Infrared Spectral Data

(2018) Guoqiang Wang et al.   Remote Sensing

Soil organic carbon and texture retrieving and mapping using proximal, airborne and Sentinel-2 spectral imaging

(2018) Asa Gholizadeh et al.   REMOTE SENSING OF ENVIRONMENT

Using laboratory Vis-NIR spectroscopy for monitoring some forest soil properties

(2017) Massimo Conforti et al.   JOURNAL OF SOILS AND SEDIMENTS

Principal Component Analysis of High-Frequency Data

(2017) Yacine Aït-Sahalia et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

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

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

Building Predictive Models inRUsing thecaretPackage

(2015) Max Kuhn   Journal of Statistical Software

Collinearity: a review of methods to deal with it and a simulation study evaluating their performance

(2012) Carsten F. Dormann et al.   ECOGRAPHY

An assessment of the effectiveness of a random forest classifier for land-cover classification

(2011) V.F. Rodriguez-Galiano et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Effects of soil sample pretreatments and standardised rewetting as interacted with sand classes on Vis-NIR predictions of clay and soil organic carbon

(2010) Bo Stenberg   GEODERMA

Using data mining to model and interpret soil diffuse reflectance spectra

(2010) R.A. Viscarra Rossel et al.   GEODERMA

Laboratory, field and airborne spectroscopy for monitoring organic carbon content in agricultural soils

(2008) Antoine Stevens et al.   GEODERMA

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

(2008) Cécile Gomez et al.   GEODERMA