Empirical Prediction of Leaf Area Index (LAI) of Endangered Tree Species in Intact and Fragmented Indigenous Forests Ecosystems Using WorldView-2 Data and Two Robust Machine Learning Algorithms

Performance of Support Vector Machines and Artificial Neural Network for Mapping Endangered Tree Species Using WorldView-2 Data in Dukuduku Forest, South Africa

(2015) Galal Omer et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Comparative analysis of different retrieval methods for mapping grassland leaf area index using airborne imaging spectroscopy

(2015) Clement Atzberger et al.   International Journal of Applied Earth Observation and Geoinformation

Evaluating the robustness of models developed from field spectral data in predicting African grass foliar nitrogen concentration using WorldView-2 image as an independent test dataset

(2015) Onisimo Mutanga et al.   International Journal of Applied Earth Observation and Geoinformation

Mapping forest leaf area index using reflectance and textural information derived from WorldView-2 imagery in a mixed natural forest area in Florida, US

(2015) Ruiliang Pu et al.   International Journal of Applied Earth Observation and Geoinformation

Testing the reliability and stability of the internal accuracy assessment of random forest for classifying tree defoliation levels using different validation methods

(2015) Samuel Adelabu et al.   Geocarto International

Application of topo-edaphic factors and remotely sensed vegetation indices to enhance biomass estimation in a heterogeneous landscape in the Eastern Arc Mountains of Tanzania

(2015) Mercy Ojoyi et al.   Geocarto International

Regional Leaf Area Index Retrieval Based on Remote Sensing: The Role of Radiative Transfer Model Selection

(2015) Gaofei Yin et al.   Remote Sensing

Determining the susceptibility ofEucalyptus nitensforests toCoryphodema tristis(cossid moth) occurrence in Mpumalanga, South Africa

(2013) Elhadi Adam et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Parameterizing Support Vector Machines for Land Cover Classification

(2013) Xiaojun Yang   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Estimation of the seasonal leaf area index in an alluvial forest using high-resolution satellite-based vegetation indices

(2013) Adina Tillack et al.   REMOTE SENSING OF ENVIRONMENT

Mapping Leaf Area Index in subtropical upland ecosystems using RapidEye imagery and the randomForest algorithm

(2013) P Beckschäfer et al.   iForest-Biogeosciences and Forestry

Leaf Area Index (LAI) Estimation in Boreal Mixedwood Forest of Ontario, Canada Using Light Detection and Ranging (LiDAR) and WorldView-2 Imagery

(2013) Graham Pope et al.   Remote Sensing

Support vector machines and neural networks used to evaluate paper manufactured using Eucalyptus globulus

(2012) P.J. García Nieto et al.   APPLIED MATHEMATICAL MODELLING

Comparing Canonical Correlation Analysis with Partial Least Squares Regression in Estimating Forest Leaf Area Index with Multitemporal Landsat TM Imagery

(2012) Ruiliang Pu   GIScience & Remote Sensing

Potential utility of the spectral red-edge region of SumbandilaSat imagery for assessing indigenous forest structure and health

(2012) Moses Azong Cho et al.   International Journal of Applied Earth Observation and Geoinformation

High density biomass estimation for wetland vegetation using WorldView-2 imagery and random forest regression algorithm

(2012) Onisimo Mutanga et al.   International Journal of Applied Earth Observation and Geoinformation

Derivation of biophysical variables from Earth observation data: validation and statistical measures

(2012) Katja Richter et al.   Journal of Applied Remote Sensing

Estimating the road edge effect on adjacentEucalyptus grandisforests in KwaZulu-Natal, South Africa, using texture measures and an artificial neural network

(2012) Romano Lottering et al.   Journal of Spatial Science

Comparison of random forest, support vector machine and back propagation neural network for electronic tongue data classification: Application to the recognition of orange beverage and Chinese vinegar

(2012) Miao Liu et al.   SENSORS AND ACTUATORS B-CHEMICAL

Retrieval of Vegetation Biophysical Parameters Using Gaussian Process Techniques

(2011) J. Verrelst et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Predicting forest structural parameters using the image texture derived from WorldView-2 multispectral imagery in a dryland forest, Israel

(2011) Ibrahim Ozdemir et al.   International Journal of Applied Earth Observation and Geoinformation

Machine learning regression algorithms for biophysical parameter retrieval: Opportunities for Sentinel-2 and -3

(2011) Jochem Verrelst et al.   REMOTE SENSING OF ENVIRONMENT

Leaf Area Index, Biomass Carbon and Growth Rate of Radiata Pine Genetic Types and Relationships with LiDAR

(2011) Peter N. Beets et al.   Forests

Support vector machines in remote sensing: A review

(2010) Giorgos Mountrakis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A comparison of three methods for estimating leaf area index of paddy rice from optimal hyperspectral bands

(2010) Fu-min Wang et al.   PRECISION AGRICULTURE

Leaf Area Index derivation from hyperspectral vegetation indicesand the red edge position

(2009) R. Darvishzadeh et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

The role of spectral resolution and classifier complexity in the analysis of hyperspectral images of forest areas

(2009) Michele Dalponte et al.   REMOTE SENSING OF ENVIRONMENT

Conditional Variable Importance for Random Forests

(2008) Carolin Strobl et al.   BMC BIOINFORMATICS

Hyperspectral predictors for monitoring biomass production in Mediterranean mountain grasslands: Majella National Park, Italy

(2008) M. A. Cho et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

LAI and chlorophyll estimation for a heterogeneous grassland using hyperspectral measurements

(2008) Roshanak Darvishzadeh et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Performances of neural networks for deriving LAI estimates from existing CYCLOPES and MODIS products

(2008) A. Verger et al.   REMOTE SENSING OF ENVIRONMENT

Evaluation of Random Forest and Adaboost tree-based ensemble classification and spectral band selection for ecotope mapping using airborne hyperspectral imagery

(2008) Jonathan Cheung-Wai Chan et al.   REMOTE SENSING OF ENVIRONMENT

A simple surface conductance model to estimate regional evaporation using MODIS leaf area index and the Penman-Monteith equation

(2008) Ray Leuning et al.   WATER RESOURCES RESEARCH

Mapping leaf chlorophyll and leaf area index using inverse and forward canopy reflectance modeling and SPOT reflectance data

(2007) R HOUBORG et al.   REMOTE SENSING OF ENVIRONMENT