Digital Discovery · 2023 · 81 citations · 38 references
ComputingComputer ScienceMachine LearningScientific ComputingStatistical ModelingBias-variance TradeoffNeural NetworksOverfittingProbabilistic Machine LearningStatistical InferenceUnderfittingData ExtrapolationInterpretable ModelingInterpretable Neural NetworksLinear ModelsModel ExtrapolationModel InterpretabilityStatistical Learning Theory
On average, simple linear models perform equivalently to black box machine learning models on extrapolation tasks.
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