Interpretable models for extrapolation in scientific machine learning
Eric S. Muckley, James E. Saal, Bryce Meredig, Christopher S. Roper, John H. Martin
Abstract
On average, simple linear models perform equivalently to black box machine learning models on extrapolation tasks.
Topics & Concepts
ExtrapolationMachine learningSimple (philosophy)Computer scienceArtificial intelligenceBlack boxMathematicsStatisticsEpistemologyPhilosophyMachine Learning in Materials ScienceExplainable Artificial Intelligence (XAI)Machine Learning and Data Classification