Multimodel Inference

By K. Burnham, David R. Anderson. 2004

8,887 citations recorded by the source corpus.

Subfields: Artificial Intelligence, Statistics and Probability

View Paper: https://www.semanticscholar.org/paper/9bea108c81919453a5774bfdc3586a4e03e52338

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Citations in the corpus

Fostering changes in attitude, knowledge and behavior: demographic variation in environmental education effects (2018, methodology): “Model best-fit was determined by minimizing corrected Akaike Information Criterion scores (AICc) (Burnham 2004; Davies, Neath, and Cavanaugh 2006).”
Modeling carcass removal time for avian mortality assessment in wind farms using survival analysis (2013, methodology): “As the best parametric distribution assumption is taken according to the lowest AIC value, AIC differences express the loss of information when the fitted model is used instead of the best adjusted model (Burnham and Anderson 2004).”
Expected Returns in Treasury Bonds (2015, neutral): “A relative probability equal to one marks the best model in terms of a minimum information loss relative to the truth; a relative probability of zero means that, compared with the best specification, a given model has zero chance to minimize the estimated information loss (Burnham and Anderson, 2004”
The statistical physics of real-world networks (2018, methodology): “The Bayesian Information Criterion [175] is similar to AIC, but accounts for the number n of empirical observations as BICMr = KMr lnn − 2LMr (θ∗ r ).”
Applications of structural equation modeling (SEM) in ecological studies: an updated review (2016, neutral): “AIC and BIC are not useful in testing the null hypothesis but are useful for selecting the model with the least overfitting (Burnham and Anderson 2004; Johnson and Omland 2004).”
Mapping the Connections between Politics and Morality: The Multiple Sociopolitical Orientations Involved in Moral Intuition (2013, methodology): “…model from comparison models eliminates these “scaling constants,” making the change statistics the only valid indicators of relative fit (Burnham & Anderson, 2004, p. 271). foundations, considering the consequences of public policy for the rights of the individual; they place less…”