Andrew Mellor

Exploring issues of training data imbalance and mislabelling on random forest performance for large area land cover classification using the ensemble margin

Andrew Mellor, Samia Boukir, Andrew Haywood et al. · ISPRS Journal of Photogrammetry and Remote Sensing · 2015 · 277 citations

Engineering, Machine Learning, Data Science +15

The utility of Random Forests for wildfire severity mapping

Luke Collins, Peter Griffioen, Graeme Newell et al. · Remote Sensing of Environment · 2018 · 193 citations

Forest Inventory, Data Science, Forestry +4

The Performance of Random Forests in an Operational Setting for Large Area Sclerophyll Forest Classification

Andrew Mellor, Andrew Haywood, Christine Stone et al. · Remote Sensing · 2013 · 182 citations · Full text

Environmental Monitoring, Engineering, Forest Biometrics +25

Training data requirements for fire severity mapping using Landsat imagery and random forest

Luke Collins, Greg McCarthy, Andrew Mellor et al. · Remote Sensing of Environment · 2020 · 128 citations

Earth Science, Engineering, Fire Safety +12

Understanding the variability in ground-based methods for retrieving canopy openness, gap fraction, and leaf area index in diverse forest systems

William Woodgate, Simon Jones, Lola Suárez et al. · Agricultural and Forest Meteorology · 2015 · 96 citations

Leaf Area Index, Land Use, Gap Fraction +8