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The difference in speed between an MCMC and a MAP estimation algorithm is far from trivial: while the run time of an MCMC algorithm is typically hours at the lowest, our generalized expectation maximization (GEM) algorithms perform the example analyses in some 20 sec.
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To this end, he made up the lamp example analysed in section 1.3, since known as 'Thomson's lamp'.
In order to provide a more complete picture, we complement the results of our empirical analysis by referring to other examples analysed in the past.
In the light of the examples analysed in the previous section, we can now present our ideas and beliefs on integrability and its detection.
In our example analyses, we have considered the predictive performance of the Bayesian multilocus association model and the Bayesian G-BLUP per se and with the three different latent variable layers, with two different data sets.
For example, analyses of mutated cancer genes in tumors of the lung and skin have shown that the classes of mutations found match those induced experimentally by tobacco carcinogens and ultraviolet light respectively, the major known exogenous carcinogenic influences in these cancer types (Hainaut and Pfeifer, 2001; Pfeifer et al., 2002, 2005).
We use PCA to separate the various components of shape variation in our different example analyses.
The e-commerce platform Rural Taobao in China, for example, analyses members' online activities to create a credit score, making them eligible to receive micro-loans to grow their businesses.
For example, in analyses in which the calibration point for the most recent common ancestor of Costata (calibration 2) is removed, divergence time estimates are considerably younger (Fig. 3).
For example, detailed analyses in the KORA-S4 study revealed that nonresponders included a higher percentage of people with impaired health and with greater behavioural health risks [ 31].
For example, microarray analyses in allotetraploid cotton have shown that various tissues exhibit a pattern of parental genome expression described as "genomic dominance" (over-expression of one parental genome relative to the other when compared to the ancestral expression state of both diploid parents) [ 14, 17, 19].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com