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Akaike information criterion

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Full-Text Articles in Criminology and Criminal Justice

An Information Theory Approach To Hypothesis Testing In Criminological Research, Gohar A. Petrossian, Mike Maxfield Jan 2018

An Information Theory Approach To Hypothesis Testing In Criminological Research, Gohar A. Petrossian, Mike Maxfield

Publications and Research

Background: This research demonstrates how the Akaike information criterion (AIC) can be an alternative to null hypothesis significance testing in selecting best fitting models. It presents an example to illustrate how AIC can be used in this way.

Methods: Using data from Milwaukee, Wisconsin, we test models of place-based predictor variables on street robbery and commercial robbery. We build models to balance explanatory power and parsimony. Measures include the presence of different kinds of businesses, together with selected age groups and social disadvantage.

Results: Models including place-based measures of land use emerged as the best models among the set of …