Riyad Ismail

Random forest regression and spectral band selection for estimating sugarcane leaf nitrogen concentration using EO-1 Hyperion hyperspectral data

Elfatih M. Abdel-Rahman, Fethi Ahmed, Riyad Ismail · International Journal of Remote Sensing · 2012 · 222 citations

Agriculture, Crop Sciences, Crop Sensing +13

Detecting Sirex noctilio grey-attacked and lightning-struck pine trees using airborne hyperspectral data, random forest and support vector machines classifiers

Elfatih M. Abdel‐Rahman, Onisimo Mutanga, Elhadi Adam et al. · ISPRS Journal of Photogrammetry and Remote Sensing · 2013 · 170 citations

Natural Sciences, Forestry, Forest Ecology +12

Estimating standing biomass in papyrus (<i>Cyperus papyrus</i> L.) swamp: exploratory of <i>in situ</i> hyperspectral indices and random forest regression

Elhadi Adam, Onisimo Mutanga, Elfatih M. Abdel‐Rahman et al. · International Journal of Remote Sensing · 2014 · 142 citations

Natural Resources, Earth Sciences, Ecology +17

Commercial tree species discrimination using airborne AISA Eagle hyperspectral imagery and partial least squares discriminant analysis (PLS-DA) in KwaZulu–Natal, South Africa

Kabir Peerbhay, Onisimo Mutanga, Riyad Ismail · ISPRS Journal of Photogrammetry and Remote Sensing · 2013 · 139 citations

Natural Resources, Ecology, Forestry +12

Intra-and-Inter Species Biomass Prediction in a Plantation Forest: Testing the Utility of High Spatial Resolution Spaceborne Multispectral RapidEye Sensor and Advanced Machine Learning Algorithms

Timothy Dube, Onisimo Mutanga, Elhadi Adam et al. · Sensors · 2014 · 128 citations · Full text

Natural Resources, Earth Sciences, Forestry +15