Concepedia

Forest biomass estimation from airborne LiDAR data using machine learning approaches

Colin J. Gleason, Jungho Im

Remote Sensing of Environment · 2012 · 327 citations · 65 references

Concepts

Natural ResourcesComputer ScienceForestryForest EcologyMachine LearningRemote SensingBiomass EstimationBiomass Resource AssessmentLidar Remote SensingLidar-based Forest MeasurementRemote Sensing For Forest InventoryVegetation IndicesAirborne LidarAirborne Lidar Biomass MappingForest Biomass InventoryForest Biomass PredictionLidar-based Biomass EstimationLidar-based Forest InventoryMachine Learning Biomass Prediction

References

65

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

Classification and Regression by randomForest

Andy Liaw, Matthew C. Wiener · 2007 · 18.4K citations

Computing, Computer Science, Data Mining +16

Choosing Multiple Parameters for Support Vector Machines

Olivier Chapelle, Vladimir Vapnik, Olivier Bousquet et al. · Machine Learning · 2002 · 2.2K citations · Full text

Computing, Computer Science, Data Mining +12

Asymptotic Behaviors of Support Vector Machines with Gaussian Kernel

S. Sathiya Keerthi, Chih‐Jen Lin · Neural Computation · 2003 · 1.6K citations

Computing, Computer Science, Data Mining +15

A GA-based feature selection and parameters optimizationfor support vector machines

Cheng-Lung Huang, Chieh-Jen Wang · Expert Systems with Applications · 2005 · 1.4K citations

Computing, Computer Science, Data Mining +13