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Chapter

Schwartz Information Criteria

Chapter

Schwartz Information Criteria

DOI link for Schwartz Information Criteria

Schwartz Information Criteria book

Schwartz Information Criteria

DOI link for Schwartz Information Criteria

Schwartz Information Criteria book

ByWilliam J. Raynor
BookThe International Dictionary of Artificial Intelligence

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Edition 1st Edition
First Published 1999
Imprint Routledge
Pages 1
eBook ISBN 9781315074108

ABSTRACT

The Schwartz Information Criteria, also known as the Bayesian Information Criteria (BIC), is an adaptation of the Akaike Information Criteria (AIC) that addresses a defect of that measure, where larger datasets from the same data source tend to increase their complexity quickly (i.e., the number of parameters in the model). The AIC is defined as the sum of -2*log-likelihood of the data plus twice the number of parameters in the model. Schwartz derived a related criteria that uses log(N) times the number of parameters instead of twice that number. Since the penalty term increases with the sample size, it greatly slows the growth of model complexity.

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