Article ID: CBB000410745

Prediction versus Accommodation and the Risk of Overfitting (2004)

unapi

When a scientist uses an observation to formulate a theory, it is no surprise that the resulting theory accurately captures that observation. However, when the theory makes a novel prediction-when it predicts an observation that was not used in its formulation-this seems to provide more substantial confirmation of the theory. This paper presents a new approach to the vexed problem of understanding the epistemic difference between prediction and accommodation. In fact, there are several problems that need to be disentangled; in all of them, the key is the concept of overfitting. We float the hypothesis that accommodation is a defective methodology only when the methods used to accommodate the data fail to guard against the risk of overfitting. We connect our analysis with the proposals that other philosophers have made. We also discuss its bearing on the conflict between instrumentalism and scientific realism. Introduction Predictivisms-a taxonomy Observations Formulating the problem What might Annie be doing wrong? Solutions Observations explained Mayo on severe tests The miracle argument and scientific realism Concluding comments

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Authors & Contributors
Ben-Ari, Moti
Bordoni, Stefano
Brush, Stephen G.
Cartwright, Nancy
Daston, Lorraine J.
Eberhart, Mark
Journals
Studies in History and Philosophy of Science
Acta Baltica historiae et philosophiae scientiarum
British Journal for the Philosophy of Science
Eighteenth Century: Theory and Interpretation
European Physical Journal H
Foundations of Chemistry
Publishers
Cambridge University Press
Oxford University Press
Prometheus Books
Springer
Concepts
Theory (philosophy)
Philosophy of science
Methodology of science; scientific method
Forecasting; prediction
Observation
Experiments and experimentation
People
Bohr, Niels Henrik David
Boltzmann, Ludwig
Bormann, Frederick Herbert
Canguilhem, Georges
Cicero, Marcus Tullius
Clausius, Rudolf Julius Emmanuel
Time Periods
20th century, late
21st century
Ancient
17th century
18th century
19th century
Places
Chile
Mesopotamia
Rome (Italy)
Europe
United States
Scotland
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