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In other words, AIC excludes the models that have a poor information-based representation of the truth model.
The value of AIC gives the information lost if the chosen model is used to approximate the truth model.
The best model in this approach is the model that minimizes the information lost when the model is used to approximate the truth model (the perfect model to represent the data with the highest possible accuracy).
The truth model was determined adaptively based on HapMap 3.3 sites and polymorphic sites from the 1000 genomes Omni 2.5 M SNP chip array (25, 26).
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On the other hand, in the information theory approach, it is thought of the full reality as a model to be approximated (Burnham and Anderson 2002), and the objective is to find the model that best approximates the unknown truth model.
Key features that contributed to its usefulness for history matching included the relatively large size of the problem, the large amounts of data and the complexity of the fine scale truth model, which gave rise to realistic upscaling issues.
A comparison is made with the nominally decoupling controller, by simulating the sixth order "truth model" with uncertainty.
The Triangle of Truth model is simple, but it's not easy.
The heart of the matter, the most fundamental and far-reaching renovation of Buddhism accomplished by the Tiantai School, is the move from the Two Truths model to a Three Truths one.
This paper extends Garafalo et al. 2001 and Glielmo et al. (2003) where a two input/two output linear dynamic model of a clutch is used as a design model for a linear, decoupling controller which was simulated with excellent results against a nominal sixth order hybrid "truth model" of the driveline.
Table S4 summarizes the Cramér's V-statistic [27] of the various models, and includes a perfect predictor ("truth") model for direct evaluation of the models.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com