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The following discussion indicates what steps need to be taken to construct consistent probabilities and stay out of trouble.
The Intensive Insulin trial (table 6) shows consistent probabilities of reducing the risk of death (69 98%) for all RRR levels in both enthusiastic and mild skeptic analyses.
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To achieve a relatively consistent probability of failure for structural elements, most design codes apply reliability based code calibration process.
Passive system reliability analysis using recently proposed Response Conditioning Method, which incorporates the insights obtained from approximate solutions like response surfaces in simulations to obtain computationally efficient and consistent probability estimates, is presented in this paper.
The final question is whether consistent probability estimates can be obtained under any sampling scheme.
Large-margin support vector machine (SVM) classifiers can also be used for consistent probability estimation (Wang et al. 2008).
Obozinski et al. [ 2] developed different "reconciliation" approaches to infer consistent probability vectors from Support Vector Machines (SVM) outputs transformed to probabilities.
In addition, bagged nearest neighbors provide consistent probability estimates under very general conditions (Biau and Devroye 2010; Biau et al. 2008).
These results show that RFPM-based methods, and indeed any consistent probability machine, can be used within the 4-machine methodology to accurately detect and estimate multiplicative interaction effects when they truly exist.
To find parameters that will return consistent posterior probabilities within reasonable computation time, one QuartOP from mitochondrial genome quartet #m1 was analyzed multiple times with different parameters.
Moreover, as probability machines are known to be consistent, the probability estimates and derived risk estimates will also be consistent.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com