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, +1

ISPRS Journal of Photogrammetry and Remote Sensing

EngineeringMachine LearningData ScienceClass ImbalancePattern Recognition +13

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

Andrew Mellor, Andrew Haywood, Christine Stone, +1

Remote Sensing

Environmental MonitoringEngineeringForest BiometricsLand UseRf Algorithm +23

Using Landsat Spectral Indices in Time-Series to Assess Wildfire Disturbance and Recovery

Samuel Hislop, Simon Jones, Mariela Soto‐Berelov, +3

Remote Sensing

Environmental MonitoringEngineeringLand UseForestryTerrestrial Sensing +18

A spatial and temporal analysis of forest dynamics using Landsat time-series

Nguyễn Huy Trung, Simon Jones, Mariela Soto‐Berelov, +2

Remote Sensing of Environment

EngineeringForest BiometricsLand UseForestryGeography +11

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, +6

Agricultural and Forest Meteorology

Leaf Area IndexLand UseGap FractionForestryGeography +6

Adaptive monitoring in the real world: proof of concept

David B. Lindenmayer, Gene E. Likens, Andrew Haywood, +1

Trends in Ecology & Evolution

Adaptive MonitoringMonitoring TechnologyContinuous MonitoringEngineeringSystems Engineering +6

A fusion approach to forest disturbance mapping using time series ensemble techniques

Samuel Hislop, Simon Jones, Mariela Soto‐Berelov, +3

Remote Sensing of Environment

MeteorologyEngineeringData FusionForestryGeography +9

Monitoring aboveground forest biomass dynamics over three decades using Landsat time-series and single-date inventory data

Trung Hiếu Nguyễn, Simon Jones, Mariela Soto‐Berelov, +2

International Journal of Applied Earth Observation and Geoinformation

Mapping Forest Canopy Height Across Large Areas by Upscaling ALS Estimates with Freely Available Satellite Data

Phil Wilkes, Simon Jones, Lola Suárez, +5

Remote Sensing

EngineeringForest BiometricsLand UseForestryTerrestrial Sensing +18

A satellite data driven approach to monitoring and reporting fire disturbance and recovery across boreal and temperate forests

Samuel Hislop, Andrew Haywood, Simon Jones, +3

International Journal of Applied Earth Observation and Geoinformation