Investigating the performance of machine learning models combined with different feature selection methods to estimate the energy consumption of buildings
Xue Liu, Hao Tang, Yong Ding, Da Yan
Topics & Concepts
InterpretabilityMachine learningFeature selectionArtificial intelligenceComputer scienceBenchmarkingEnergy consumptionCurse of dimensionalityEnsemble learningGradient boostingExtreme learning machineFeature (linguistics)Energy (signal processing)GeneralizationDecision treeEnergy modelingBenchmark (surveying)Data miningRandom forestArtificial neural networkEngineeringMathematicsStatisticsGeographyMathematical analysisMarketingBusinessPhilosophyLinguisticsElectrical engineeringGeodesyBuilding Energy and Comfort OptimizationSustainable Building Design and AssessmentFacilities and Workplace Management