Application of gradient boosting regression model for the evaluation of feature selection techniques in improving reservoir characterisation predictions
Daniel Asante Otchere, Tarek Omar Arbi Ganat, Jude Oghenerurie Ojero, Bennet Nii Tackie-Otoo, Mohamed Yassir Taki
Topics & Concepts
Random forestFeature selectionGradient boostingBoosting (machine learning)Computer sciencePreprocessorCurse of dimensionalityData pre-processingRegressionArtificial intelligenceDimensionality reductionLasso (programming language)Machine learningData miningArtificial neural networkPattern recognition (psychology)MathematicsStatisticsWorld Wide WebHydrocarbon exploration and reservoir analysisHydraulic Fracturing and Reservoir AnalysisReservoir Engineering and Simulation Methods