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Deviance information criterion information


The deviance information criterion (DIC) is a hierarchical modeling generalization of the Akaike information criterion (AIC). It is particularly useful in Bayesian model selection problems where the posterior distributions of the models have been obtained by Markov chain Monte Carlo (MCMC) simulation. DIC is an asymptotic approximation as the sample size becomes large, like AIC. It is only valid when the posterior distribution is approximately multivariate normal.

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Deviance information criterion

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The deviance information criterion (DIC) is a hierarchical modeling generalization of the Akaike information criterion (AIC). It is particularly useful...

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Bayesian information criterion

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other penalized likelihood criteria such as Deviance information criterion and the Akaike information criterion. The BIC suffers from two main limitations...

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Akaike information criterion

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(Gaussian) linear regression. Deviance information criterion Focused information criterion Hannan–Quinn information criterion Maximum likelihood estimation...

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Focused information criterion

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strategies, like the Akaike information criterion (AIC), the Bayesian information criterion (BIC) and the deviance information criterion (DIC), the FIC does not...

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DIC

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Democratic Indira Congress (Karunakaran), an Indian political party Deviance information criterion, a diagnostic statistic used in Bayesian model selection Dicyclic...

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Determining the number of clusters in a data set

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are information criteria, such as the Akaike information criterion (AIC), Bayesian information criterion (BIC), or the deviance information criterion (DIC)...

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Model selection

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Cross-validation Deviance information criterion (DIC), another Bayesian oriented model selection criterion False discovery rate Focused information criterion (FIC)...

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Nicky Best

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G. "Nicky" Best is a statistician known for her work on the deviance information criterion in Bayesian inference[B][E] and as a developer of Bayesian inference...

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Bayes factor

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criterion Approximate Bayesian computation Bayesian information criterion Deviance information criterion Lindley's paradox Minimum message length Model selection...

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List of statistics articles

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correspondence analysis Detrended fluctuation analysis Deviance (statistics) Deviance information criterion Deviation (statistics) Deviation analysis (disambiguation)...

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Approximate Bayesian computation

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parameters and the deviance of the posterior predictive distributions of summaries and parameters. The deviance information criterion is then used as measure...

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Paraphilia

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ISBN 978-1-317-38524-0. Retrieved 8 October 2022. Worthen MG (30 September 2021). Sexual Deviance and Society: A Sociological Examination. Routledge. ISBN 978-1-000-42106-4...

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Logistic regression

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the criterion is essentially divided into variance accounted for by the predictors and residual variance. In logistic regression analysis, deviance is...

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Stilted speech

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narcissistic personality disorder (Akhtar & Thomson 1982). Communication deviance Literary language Otaku § Etymology Register (sociolinguistics) McKenna...

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Goodness of fit

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measures of fit can be used: Bayesian information criterion Kolmogorov–Smirnov test Cramér–von Mises criterion Anderson–Darling test Berk-Jones tests...

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Angelika van der Linde

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Bradley P. Carlin; Angelika van der Linde (8 April 2014). "The deviance information criterion: 12 years on". Journal of the Royal Statistical Society Series...

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Counterproductive work behavior

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production deviance sabotage theft withdrawal An 11-dimension typology of CWB: theft of property destruction of property misuse of information misuse of...

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Militant

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Clinton. Marginal Conventions: Popular Culture, Mass Media, and Social Deviance. Bowling Green, Ohio: Bowling Green State University Popular Press, 1990...

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Emotional intelligence

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social interactions and relationships, and negatively correlates with deviance from social norms and anti-social behavior measured both in and out of...

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Sociology

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social mobility, religion, secularization, law, sexuality, gender, and deviance. Recent studies have added socio-technical aspects of the digital divide...

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Likert scale

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observations in a metric sense. Reips and Funke (2008) show that this criterion is much better met by a visual analogue scale. In fact, there may also...

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Social anxiety

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Someone might be excluded due to their inability to contribute to a group, deviance from group standards, or even unattractiveness. Due to the benefits of...

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