Combining Partial Least Squares and the Gradient-Boosting Method for Soil Property Retrieval Using Visible Near-Infrared Shortwave Infrared Spectra

Agricultural Soil Spectral Response and Properties Assessment: Effects of Measurement Protocol and Data Mining Technique

(2017) Asa Gholizadeh et al.   Remote Sensing

Modelling Diverse Soil Attributes with Visible to Longwave Infrared Spectroscopy Using PLSR Employed by an Automatic Modelling Engine

(2017) Veronika Kopačková et al.   Remote Sensing

A global spectral library to characterize the world's soil

(2016) R.A. Viscarra Rossel et al.   EARTH-SCIENCE REVIEWS

Quantitative Retrieval of Organic Soil Properties from Visible Near-Infrared Shortwave Infrared (Vis-NIR-SWIR) Spectroscopy Using Fractal-Based Feature Extraction

(2016) Lanfa Liu et al.   Remote Sensing

Prediction of Common Surface Soil Properties Based on Vis-NIR Airborne and Simulated EnMAP Imaging Spectroscopy Data: Prediction Accuracy and Influence of Spatial Resolution

(2016) Andreas Steinberg et al.   Remote Sensing

A Memory-Based Learning Approach as Compared to Other Data Mining Algorithms for the Prediction of Soil Texture Using Diffuse Reflectance Spectra

(2016) Asa Gholizadeh et al.   Remote Sensing

Stacked Denoise Autoencoder Based Feature Extraction and Classification for Hyperspectral Images

(2016) Chen Xing et al.   Journal of Sensors

Deep Learning for Remote Sensing Data: A Technical Tutorial on the State of the Art

(2016) Liangpei Zhang et al.   IEEE Geoscience and Remote Sensing Magazine

Soil pH value, organic matter and macronutrients contents prediction using optical diffuse reflectance spectroscopy

(2015) Yubing Wang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Dimensionality reduction of hyperspectral images based on sparse discriminant manifold embedding

(2015) Hong Huang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Interpretation of variable importance in Partial Least Squares with Significance Multivariate Correlation (sMC)

(2014) Thanh N. Tran et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Determination of soil properties with visible to near- and mid-infrared spectroscopy: Effects of spectral variable selection

(2014) M. Vohland et al.   GEODERMA

Soil spectroscopy: an opportunity to be seized

(2014) Marco Nocita et al.   GLOBAL CHANGE BIOLOGY

A New Method Combining LDA and PLS for Dimension Reduction

(2014) Liang Tang et al.   PLoS One

Development of a national VNIR soil-spectral library for soil classification and prediction of organic matter concentrations

(2014) Zhou Shi et al.   Science China-Earth Sciences

Estimating Soil Organic Carbon Using VIS/NIR Spectroscopy with SVMR and SPA Methods

(2014) Xiaoting Peng et al.   Remote Sensing

Exploring the Best Hyperspectral Features for LAI Estimation Using Partial Least Squares Regression

(2014) Xinchuan Li et al.   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

The LUCAS topsoil database and derived information on the regional variability of cropland topsoil properties in the European Union

(2013) Gergely Tóth et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

The spectrum-based learner: A new local approach for modeling soil vis–NIR spectra of complex datasets

(2013) Leonardo Ramirez-Lopez et al.   GEODERMA

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

(2013) Junjie Wang et al.   GEODERMA

Prediction of Soil Organic Carbon at the European Scale by Visible and Near InfraRed Reflectance Spectroscopy

(2013) Antoine Stevens et al.   PLoS One

Prediction of soil organic carbon content by diffuse reflectance spectroscopy using a local partial least square regression approach

(2013) Marco Nocita et al.   SOIL BIOLOGY & BIOCHEMISTRY

A review of variable selection methods in Partial Least Squares Regression

(2012) Tahir Mehmood et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Prediction of Soil Properties with PLSR and vis-NIR Spectroscopy: Application to Mediterranean Soils from Southern Italy

(2012) Antonio P. Leone et al.   Current Analytical Chemistry

Distance and similarity-search metrics for use with soil vis–NIR spectra

(2012) L. Ramirez-Lopez et al.   GEODERMA

Dimensionality reduction of hyperspectral data using spectral fractal feature

(2012) Kriti Mukherjee et al.   Geocarto International

Optimization criteria in sample selection step of local regression for quantitative analysis of large soil NIRS database

(2011) F. Gogé et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

On the soil information content of visible-near infrared reflectance spectra

(2011) R. A. Viscarra Rossel et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Comparing different multivariate calibration methods for the determination of soil organic carbon pools with visible to near infrared spectroscopy

(2011) Michael Vohland et al.   GEODERMA

Using Imaging Spectroscopy to study soil properties

(2009) E. Ben-Dor et al.   REMOTE SENSING OF ENVIRONMENT