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of reduction, summarizes the approach of general-to-specific modeling, and discusses the econometrics of model selection …This paper discusses the econometric methodology of general-to-specific modeling, in which the modeler simplifies an …, noting that general-to-specific modeling is the practical embodiment of reduction. This paper then summarizes fifty …
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Big Data offer potential benefits for statistical modelling, but confront problems including an excess of false positives, mistaking correlations for causes, ignoring sampling biases and selecting by inappropriate methods. We consider the many important requirements when searching for a...
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To capture location shifts in the context of model selection, we propose selecting significant step indicators from a saturating set added to the union of all of the candidate variables. The null retention frequency and approximate non-centrality of a selection test are derived using a...
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