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Each iteration performs 100 independent samplings, and uses the top-scoring samples to compute the distribution of the weights for the subsequent iteration.
We ran shearwater on the cohort of 500 samples to compute the Bayes factors of each simulated variant.
Batch information is not required to run NSA; the algorithm automatically identifies the proper samples to compute the reference using only the signals of the microarrays.
Therefore, up to the proviso of sufficient samples to compute the conditional, all analysis can be performed from one run of the MCMC sampler through a post-processing step.
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The main ideas of NWFE put different weights on every sample to compute the "weighted means" and define new nonparametric between-class and within-class scatter matrices.
This paper describes a novel form of Bayesian Laplace approximation, which can be replace both the Bayesian updating and the inner Monte Carlo sampling to compute the posterior expectation of a function.
By introducing some latent variables, the conditional distributions in the posterior may be shown to be conjugate, and thus an efficient Gibbs sampler to compute the posterior distribution may be developed.
Now with the new predictor tracking the RTT measurements much faster, we used the difference between the current and last RTT sample to compute the RTTVAR, as indicated in Equation 4. RTTVAR = ( 1 - β ) · RTTVAR + β · | SampleRTT t - SampleRTT t-1 | (4).
Without this extension the integration procedure around a single point is not well suited, so we employed Nested Sampling to compute the marginalisation in these cases.
As discussed in the section on overfitting, this motivates splitting the data into two random samples, training and test, and using the regions from the training sample to compute the definitive ROC curve based on data in the test sample.
Our results evidence that the observed signal of genetic structure can be overestimated at the geographic (large-scale) level, while underestimated at the temporal (small-scale) level when the number of arrival waves sampled to compute the F-statistics is too small.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com