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Effectiveness of the integration of data balancing techniques and tree-based ensemble machine learning algorithms for spatially-explicit land cover accuracy prediction

Hamid Ebrahimy, Babak Mirbagheri, Ali Akbar Matkan, Mohsen Azadbakht

2022Remote Sensing Applications Society and Environment21 citationsDOI

Topics & Concepts

OversamplingRandom forestLand coverComputer scienceArtificial intelligencePixelBoosting (machine learning)Decision treeData miningMachine learningAlgorithmReceiver operating characteristicGradient boostingPattern recognition (psychology)Land useBandwidth (computing)EngineeringComputer networkCivil engineeringRemote Sensing in AgricultureRemote-Sensing Image ClassificationSoil Geostatistics and Mapping
Effectiveness of the integration of data balancing techniques and tree-based ensemble machine learning algorithms for spatially-explicit land cover accuracy prediction | Litcius