White Box vs. Black Box Modeling: On the Performance of Deep Learning, Random Forests, and Symbolic Regression in Solving Regression Problems
Michael Affenzeller, Bogdan Burlacu, Viktoria Dorfer, Sebastian Dorl, Gerhard Halmerbauer, Tilman Königswieser, Michael Kommenda, Julia Vetter, Stephan Winkler
Topics & Concepts
Black boxWhite boxBenchmark (surveying)Computer scienceSymbolic regressionRandom forestMachine learningArtificial intelligenceSet (abstract data type)Test setRegressionTest suiteRegression analysisData setData miningTest caseGenetic programmingStatisticsMathematicsGeodesyGeographyProgramming languageNeural Networks and ApplicationsEvolutionary Algorithms and ApplicationsMachine Learning and Data Classification