Statistical Models and Occam's Razor
نویسندگان
چکیده
منابع مشابه
Statistical Inference, Occam's Razor, and Statistical Mechanics on the Space of Probability Distributions
The task of parametric model selection is cast in terms of a statistical mechanics on the space of probability distributions. Using the techniques of low-temperature expansions, I arrive at a systematic series for the Bayesian posterior probability of a model family that significantly extends known results in the literature. In particular, I arrive at a precise understanding of how Occam’s razo...
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15 صفحه اولMoving Objects Tracking Using Statistical Models
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The Bayesian paradigm apparently only sometimes gives rise to Occam’s Razor; at other times very large models perform well. We give simple examples of both kinds of behaviour. The two views are reconciled when measuring complexity of functions, rather than of the machinery used to implement them. We analyze the complexity of functions for some linear in the parameter models that are equivalent ...
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ژورنال
عنوان ژورنال: Academic Emergency Medicine
سال: 1999
ISSN: 1069-6563,1553-2712
DOI: 10.1111/j.1553-2712.1999.tb01043.x