Learning Learning Curves

• Published in: Pattern analysis and applications : PAA Vol. 28; no. 1
• Main Authors: Turan, O. Taylan, Tax, David M. J., Viering, Tom J., Loog, Marco
• Format: Journal Article
• Language: English
• Published: London Springer London 01.03.2025; Springer Nature B.V
• Subjects: Computer Science; Curve fitting; Extrapolation; Functionals; Learning curves; Original Article; Pattern Recognition; Principal components analysis; Regression models; Data-driven modeling; Learning curves; Extrapolation; Kernel methods; functional data analysis; Meta-learning

Learning curves depict how a model’s expected performance changes with varying training set sizes, unlike training curves, showing a gradient-based model’s performance with respect to training epochs. Extrapolating learning curves can be useful for determining the performance gain with additional da...