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The Curve Fitting Problem, Data Validation, and Inductive Generalization in Machine Learning.

Aris Spanos and Deborah Mayo's error-statistical approach to statistical modeling and inference adopts the reliability of inductive inference as a primary criterion for statistical model and estimator selection (e.g., curve fitting). In this paper, we expand the error-statistical approach's adoption...

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Published in:Erkenntnis Vol. 90; no. 8; pp. 3767 - 3782
Main Authors: Tamir, Michael, Shech, Elay
Format: Article
Published: Springer Nature Dec2025
Subjects:
Curve fitting
Induction (Logic)
Statistical errors
Theory of knowledge
Machine learning
Data integrity
Statistical models
Online Access:View this record in EBSCOhost